---
title: Artificial Intelligence Development
description: Why hire an internal IT person, when you can have an entire team of IT experts for a fraction of the cost?
url: https://miracuves.com/service/artificial-intelligence-development
date_modified: 2026-07-02
author: miracuves
language: en_US
---

@import url('https://fonts.googleapis.com/css2?family=Montserrat:ital,wght@0,300;0,400;0,500;0,600;0,700;0,800;0,900&family=JetBrains+Mono:wght@400;500;600&display=swap');

  /* Redesign variables - Corporate brand dark & red glass accents */
  .ta {
    --red: #a70d2a;
    /* Corporate primary red */
    --red-d: #990000;
    /* Corporate alternate red */
    --red-l: #a70d2a;
    /* Light brand accent */
    --ra: rgba(167, 13, 42, 0.06);
    /* Transparent brand primary */
    --rb: rgba(167, 13, 42, 0.16);
    --rc-glow: rgba(167, 13, 42, 0.12);
    --rg: linear-gradient(135deg, #a70d2a 0%, #990000 100%);
    /* Strict primary-alternate red gradient */
    --green: #00E676;
    /* Vibrant Emerald Green */
    --gl: #26A69A;
    /* Beautiful Clean Teal */
    --teal: #00F3FF;
    /* High-fidelity Neon Cyan */

    /* High-end obsidian dark scales */
    --dk0: #030008;
    /* Obsidian deep background */
    --dk1: #07040f;
    /* Sleek card background */
    --dk2: #0c081a;
    /* Elevated container dark */
    --dk3: #120e26;
    /* Saturated card base */
    --dk4: #191433;
    /* Modern highlight dark */

    /* Elevated glassmorphism */
    --card: rgba(8, 4, 15, 0.76);
    /* Frosted premium glass */
    --cardh: rgba(14, 8, 25, 0.88);
    /* Hover glass brightness */
    --l0: #ffffff;
    --l1: #fafafd;
    --l2: #f2f1f6;
    --l3: #e8e7ee;

    /* Text and borders */
    --dx1: #ffffff;
    --dx2: rgba(255, 255, 255, 0.95);
    --dx3: rgba(255, 255, 255, 0.65);
    --dx4: rgba(255, 255, 255, 0.35);
    --lx1: #0c0716;
    --lx2: #322d3e;
    --lx3: #5f5a70;
    --lx4: #928ea3;

    /* High fidelity grid borders */
    --bd: rgba(255, 255, 255, 0.06);
    --bd2: rgba(255, 255, 255, 0.12);
    --bd3: rgba(255, 255, 255, 0.20);
    --bl: rgba(12, 7, 22, 0.04);
    --bl2: rgba(12, 7, 22, 0.08);

    /* Animations */
    --f: 'Montserrat', -apple-system, sans-serif;
    --fm: 'JetBrains Mono', monospace;
    --r20: 20px;
    --r14: 14px;
    --r10: 10px;
    --r6: 6px;
    --r100: 100px;
    --spring: cubic-bezier(0.175, 0.885, 0.32, 1.275);
    /* Fluid elastic bounce */
    --ease: cubic-bezier(0.16, 1, 0.3, 1);
  }

  .ta,
  .ta * {
    box-sizing: border-box !important;
  }

  .ta {
    font-family: var(--f) !important;
    -webkit-font-smoothing: antialiased;
    font-size: 15px;
    line-height: 1.7;
    color: var(--lx2);
    width: 100%;
    overflow-x: hidden;
    background: var(--l0);
  }

  .ta h1,
  .ta h2,
  .ta h3,
  .ta h4,
  .ta p,
  .ta ul,
  .ta ol {
    margin: 0;
    padding: 0;
  }

  .ta ul,
  .ta ol {
    list-style: none;
  }

  .ta a {
    text-decoration: none !important;
    color: inherit;
  }

  .ta img {
    max-width: 100%;
    display: block;
  }

  /* Layout & Grid systems */
  .ta .W {
    max-width: 1260px;
    margin: 0 auto;
    padding: 0 40px;
  }

  .ta .S {
    padding: 120px 0;
    position: relative;
  }

  .ta .SM {
    padding: 75px 0;
    position: relative;
  }

  .ta .g2 {
    display: grid;
    grid-template-columns: 1fr 1fr;
    gap: 32px;
  }

  .ta .g3 {
    display: grid;
    grid-template-columns: repeat(3, 1fr);
    gap: 32px;
  }

  .ta .g4 {
    display: grid;
    grid-template-columns: repeat(4, 1fr);
    gap: 24px;
  }

  .ta .g5 {
    display: grid;
    grid-template-columns: repeat(5, 1fr);
    gap: 0;
  }

  .ta .sp5050 {
    display: grid;
    grid-template-columns: 1fr 1fr;
    gap: 88px;
    align-items: start;
  }

  .ta .sp5050a {
    display: grid;
    grid-template-columns: 1fr 1fr;
    gap: 96px;
    align-items: start;
  }

  .ta .hi>*,
  .ta .sp5050>*,
  .ta .sp5050a>*,
  .ta .two-col>* {
    min-width: 0;
  }

  /* Skins and Ambient backgrounds */
  .ta .sD {
    background: var(--dk1);
  }

  .ta .sD2 {
    background: var(--dk2);
  }

  .ta .sW {
    background: var(--l0);
    position: relative;
  }

  .ta .sG {
    background: var(--l1);
    position: relative;
  }

  .ta .sR {
    background: var(--red-d);
    position: relative;
  }

  .ta .sD h2,
  .ta .sD h3,
  .ta .sD h4,
  .ta .sD2 h2,
  .ta .sD2 h3,
  .ta .sD2 h4 {
    color: var(--dx1);
  }

  .ta .sD p,
  .ta .sD2 p {
    color: var(--dx2);
  }

  .ta .sD .mu,
  .ta .sD2 .mu {
    color: var(--dx3);
  }

  .ta .sW h2,
  .ta .sW h3,
  .ta .sW h4,
  .ta .sG h2,
  .ta .sG h3,
  .ta .sG h4 {
    color: var(--lx1);
  }

  .ta .sW p,
  .ta .sG p {
    color: var(--lx2);
  }

  .ta .sW .mu,
  .ta .sG .mu {
    color: var(--lx3);
  }

  .ta .sR h2,
  .ta .sR h3,
  .ta .sR h4 {
    color: #fff;
  }

  .ta .sR p {
    color: rgba(255, 255, 255, 0.9);
  }

  /* Typography system */
  .ta h1 {
    font-size: clamp(52px, 7vw, 92px);
    font-weight: 800;
    line-height: 0.98;
    letter-spacing: -3.8px;
  }

  .ta h2 {
    font-size: clamp(34px, 4.2vw, 54px);
    font-weight: 800;
    line-height: 1.06;
    letter-spacing: -2px;
  }

  .ta h2 em {
    font-style: normal;
    color: var(--red);
  }

  .ta .sR h2 em {
    color: #a70d2a;
  }

  .ta h3 {
    font-size: 21px;
    font-weight: 800;
    line-height: 1.25;
    letter-spacing: -0.6px;
  }

  .ta .lead {
    font-size: 18px;
    line-height: 1.76;
    font-weight: 400;
    max-width: 640px;
  }

  .ta .body {
    font-size: 15px;
    line-height: 1.76;
    font-weight: 400;
  }

  /* Micro-animations */
  @keyframes ta-fade-up {
    from {
      opacity: 0;
      transform: translateY(32px);
    }

    to {
      opacity: 1;
      transform: translateY(0);
    }
  }

  @keyframes ta-pulse {
    0% {
      transform: scale(0.6);
      opacity: 0.7;
    }

    100% {
      transform: scale(2.2);
      opacity: 0;
    }
  }

  @keyframes ta-float {

    0%,
    100% {
      transform: translateY(0) rotate(-2deg);
    }

    50% {
      transform: translateY(-8px) rotate(-1deg);
    }
  }

  @keyframes ta-float2 {

    0%,
    100% {
      transform: translateY(0) rotate(2deg);
    }

    50% {
      transform: translateY(-7px) rotate(1deg);
    }
  }

  @keyframes ta-draw {
    0% {
      stroke-dashoffset: 240;
    }

    100% {
      stroke-dashoffset: 0;
    }
  }

  @keyframes ta-orbit1 {
    from {
      transform: rotate(0deg) translateX(36px) rotate(0deg);
    }

    to {
      transform: rotate(360deg) translateX(36px) rotate(-360deg);
    }
  }

  @keyframes ta-orbit2 {
    from {
      transform: rotate(120deg) translateX(36px) rotate(-120deg);
    }

    to {
      transform: rotate(480deg) translateX(36px) rotate(-480deg);
    }
  }

  @keyframes ta-orbit3 {
    from {
      transform: rotate(240deg) translateX(36px) rotate(-240deg);
    }

    to {
      transform: rotate(600deg) translateX(36px) rotate(-600deg);
    }
  }

  @keyframes ta-core {

    0%,
    100% {
      transform: scale(1);
      box-shadow: 0 0 20px rgba(167, 13, 42, 0.4);
    }

    50% {
      transform: scale(1.08);
      box-shadow: 0 0 35px rgba(167, 13, 42, 0.85);
    }
  }

  @keyframes ta-dotglow {

    0%,
    100% {
      box-shadow: 0 0 0 0 rgba(74, 222, 128, 0.6);
    }

    50% {
      box-shadow: 0 0 0 8px rgba(74, 222, 128, 0);
    }
  }

  @keyframes ta-glow-pulse {

    0%,
    100% {
      opacity: 1;
      transform: scale(1);
    }

    50% {
      opacity: 0.8;
      transform: scale(1.05);
    }
  }

  @keyframes ta-shimmer {
    0% {
      transform: translateX(-100%);
    }

    100% {
      transform: translateX(100%);
    }
  }

  @keyframes drift {
    0% {
      transform: translate(0, 0) scale(1);
    }

    50% {
      transform: translate(4%, 5%) scale(1.08);
    }

    100% {
      transform: translate(-2%, -3%) scale(0.95);
    }
  }

  /* Ambient background light blobs */
  .ta .glow-blob {
    position: absolute;
    border-radius: 50%;
    filter: blur(130px);
    opacity: 0.15;
    pointer-events: none;
    z-index: 0;
  }

  .ta .glow-1 {
    top: -10%;
    right: -5%;
    width: 550px;
    height: 550px;
    background: radial-gradient(circle, var(--red) 0%, transparent 70%);
  }

  .ta .glow-2 {
    bottom: 10%;
    left: -10%;
    width: 450px;
    height: 450px;
    background: radial-gradient(circle, var(--red-d) 0%, transparent 70%);
  }

  .ta .glow-3 {
    top: 35%;
    right: 25%;
    width: 400px;
    height: 400px;
    background: radial-gradient(circle, var(--red-l) 0%, transparent 70%);
  }

  /* Scroll reveals */
  .ta .rev {
    opacity: 0;
    transform: translateY(32px);
    transition: opacity 0.8s var(--ease), transform 0.8s var(--ease);
  }

  .ta .rev.in {
    opacity: 1;
    transform: translateY(0);
  }

  .ta .revl {
    opacity: 0;
    transform: translateX(-32px);
    transition: opacity 0.8s var(--ease), transform 0.8s var(--ease);
  }

  .ta .revl.in {
    opacity: 1;
    transform: translateX(0);
  }

  .ta .revr {
    opacity: 0;
    transform: translateX(32px);
    transition: opacity 0.8s var(--ease), transform 0.8s var(--ease);
  }

  .ta .revr.in {
    opacity: 1;
    transform: translateX(0);
  }

  .ta .stag>* {
    opacity: 0;
    transform: translateY(24px);
    transition: opacity 0.65s var(--ease), transform 0.65s var(--ease);
  }

  .ta .stag.in>* {
    opacity: 1;
    transform: none;
    transition-delay: 0.35s;
  }

  .ta .stag.in>*:nth-child(1) {
    transition-delay: 0.04s;
  }

  .ta .stag.in>*:nth-child(2) {
    transition-delay: 0.08s;
  }

  .ta .stag.in>*:nth-child(3) {
    transition-delay: 0.12s;
  }

  .ta .stag.in>*:nth-child(4) {
    transition-delay: 0.16s;
  }

  .ta .stag.in>*:nth-child(5) {
    transition-delay: 0.20s;
  }

  .ta .stag.in>*:nth-child(6) {
    transition-delay: 0.24s;
  }

  .ta .stag.in>*:nth-child(7) {
    transition-delay: 0.28s;
  }

  .ta .stag.in>*:nth-child(8) {
    transition-delay: 0.32s;
  }

  .ta .stag.in>*:nth-child(9) {
    transition-delay: 0.35s;
  }

  .ta .stag.in>*:nth-child(10) {
    transition-delay: 0.38s;
  }

  .ta .stag.in>*:nth-child(11) {
    transition-delay: 0.41s;
  }

  .ta .stag.in>*:nth-child(12) {
    transition-delay: 0.44s;
  }

  .ta .stag.in>*:nth-child(13) {
    transition-delay: 0.47s;
  }

  .ta .stag.in>*:nth-child(14) {
    transition-delay: 0.50s;
  }

  .ta .stag.in>*:nth-child(15) {
    transition-delay: 0.53s;
  }

  .ta .stag.in>*:nth-child(16) {
    transition-delay: 0.56s;
  }

  /* Eyebrow Pill Badge */
  .ta .pill {
    display: flex;
    margin-bottom: 30px;
  }

  .ta .pill.c {
    justify-content: center;
  }

  .ta .eyp {
    display: inline-flex;
    align-items: center;
    gap: 10px;
    background: rgba(12, 7, 23, 0.85);
    backdrop-filter: blur(20px);
    -webkit-backdrop-filter: blur(20px);
    border: 1px solid var(--bd2);
    border-radius: var(--r100);
    padding: 8px 18px 8px 12px;
    font-size: 12.5px;
    font-weight: 600;
    color: rgba(255, 255, 255, 0.9);
    box-shadow: 0 4px 20px rgba(0, 0, 0, 0.4);
  }

  .ta .sW .eyp,
  .ta .sG .eyp {
    background: rgba(255, 255, 255, 0.85);
    border-color: var(--bl2);
    color: var(--lx2);
    box-shadow: 0 4px 16px rgba(12, 7, 22, 0.04);
  }

  .ta .sR .eyp {
    background: rgba(255, 255, 255, 0.12);
    border-color: rgba(255, 255, 255, 0.22);
    color: #fff;
  }

  .ta .eyp strong {
    color: #fff !important;
    font-weight: 700;
  }

  .ta .sW .eyp strong,
  .ta .sG .eyp strong {
    color: var(--red) !important;
  }

  .ta .eyp .el {
    width: 18px;
    height: 2px;
    background: var(--red);
    border-radius: 2px;
  }

  .ta .sR .eyp .el {
    background: rgba(255, 255, 255, 0.75);
  }

  /* Live Pulsing Dot */
  .ta .ldot {
    position: relative;
    width: 8px;
    height: 8px;
    background: var(--gl);
    border-radius: 50%;
    box-shadow: 0 0 12px rgba(74, 222, 128, 0.8);
    flex-shrink: 0;
    animation: ta-dotglow 2s ease-in-out infinite;
  }

  .ta .ldot::after {
    content: '';
    position: absolute;
    inset: -5px;
    border-radius: 50%;
    border: 1.5px solid var(--gl);
    opacity: 0.55;
    animation: ta-pulse 2.2s ease-out infinite;
  }

  /* Buttons */
  .ta .btn {
    position: relative;
    display: inline-flex;
    align-items: center;
    gap: 10px;
    font-family: var(--f);
    font-size: 14.5px;
    font-weight: 700;
    letter-spacing: 0.015em;
    padding: 16px 30px;
    border-radius: var(--r14);
    cursor: pointer;
    transition: transform 0.3s var(--spring), box-shadow 0.3s var(--ease), background 0.3s var(--ease);
    line-height: 1;
    white-space: nowrap;
    overflow: hidden;
    border: none;
    text-decoration: none !important;
  }

  .ta .btn svg {
    width: 18px;
    height: 18px;
    stroke-width: 2.4;
    position: relative;
    z-index: 1;
    flex-shrink: 0;
  }

  .ta .btn span {
    position: relative;
    z-index: 1;
  }

  .ta .btn-p {
    background: var(--rg);
    color: #fff !important;
    box-shadow: 0 12px 30px rgba(167, 13, 42, 0.35), inset 0 1px 0 rgba(255, 255, 255, 0.20);
  }

  .ta .btn-p::before {
    content: '';
    position: absolute;
    inset: 0;
    background: linear-gradient(110deg, transparent 25%, rgba(255, 255, 255, 0.25) 50%, transparent 75%);
    transform: translateX(-100%);
    transition: transform 0.65s var(--ease);
  }

  .ta .btn-p:hover {
    transform: translateY(-3px) scale(1.02);
    box-shadow: 0 18px 40px rgba(167, 13, 42, 0.5);
  }

  .ta .btn-p:hover::before {
    transform: translateX(100%);
  }

  .ta .btn-g {
    background: rgba(12, 7, 23, 0.6);
    color: #fff !important;
    border: 1px solid var(--bd2);
    backdrop-filter: blur(20px);
    -webkit-backdrop-filter: blur(20px);
  }

  .ta .btn-g:hover {
    background: rgba(12, 7, 23, 0.85);
    transform: translateY(-3px);
    border-color: var(--bd3);
    box-shadow: 0 12px 32px rgba(0, 0, 0, 0.45);
  }

  .ta .sW .btn-g,
  .ta .sG .btn-g {
    background: rgba(255, 255, 255, 0.85);
    color: var(--lx1) !important;
    border-color: var(--bl2);
    backdrop-filter: none;
    box-shadow: 0 2px 10px rgba(12, 7, 22, 0.04);
  }

  .ta .sW .btn-g:hover,
  .ta .sG .btn-g:hover {
    background: #fff;
    transform: translateY(-3px);
    box-shadow: 0 10px 24px rgba(12, 7, 22, 0.08);
    border-color: var(--bl2);
  }

  .ta .sR .btn-g {
    background: rgba(255, 255, 255, 0.16);
    color: #fff !important;
    border-color: rgba(255, 255, 255, 0.26);
  }

  .ta .sR .btn-g:hover {
    background: rgba(255, 255, 255, 0.26);
  }

  .ta .btn-wa {
    background: #25D366;
    color: #fff !important;
    box-shadow: 0 10px 24px rgba(37, 211, 102, 0.25);
    border: none;
  }

  .ta .btn-wa:hover {
    background: #20ba5a;
    transform: translateY(-3px);
    box-shadow: 0 12px 30px rgba(37, 211, 102, 0.4);
  }

  .ta .btn-wa svg {
    color: #fff;
  }

  /* Checklist Elements */
  .ta .ck {
    display: flex;
    gap: 14px;
    font-size: 15px;
    font-weight: 500;
    line-height: 1.62;
    padding: 14px 0;
    align-items: flex-start;
  }

  .ta .ck::before {
    content: '✓';
    font-weight: 900;
    font-size: 12px;
    margin-top: 3px;
    flex-shrink: 0;
    display: inline-flex;
    align-items: center;
    justify-content: center;
    width: 20px;
    height: 20px;
    border-radius: 50%;
  }

  .ta .sD .ck::before,
  .ta .sD2 .ck::before {
    color: var(--gl);
    background: rgba(74, 222, 128, 0.08);
  }

  .ta .sD .ck,
  .ta .sD2 .ck {
    color: var(--dx2);
  }

  .ta .sW .ck::before,
  .ta .sG .ck::before {
    color: var(--green);
    background: rgba(34, 197, 94, 0.08);
  }

  .ta .sW .ck,
  .ta .sG .ck {
    color: var(--lx2);
  }

  .ta .sR .ck::before {
    color: #ffd700;
    background: rgba(255, 215, 0, 0.12);
  }

  .ta .sR .ck {
    color: rgba(255, 255, 255, 0.88);
  }

  /* Structural Badges & Icons */
  .ta .nb {
    width: 38px;
    height: 38px;
    border-radius: 50%;
    display: flex;
    align-items: center;
    justify-content: center;
    font-size: 13.5px;
    font-weight: 800;
    flex-shrink: 0;
  }

  .ta .sD .nb,
  .ta .sD2 .nb {
    background: var(--ra);
    color: var(--red-l);
    border: 1px solid var(--rb);
  }

  .ta .sW .nb,
  .ta .sG .nb {
    background: var(--red);
    color: #fff;
  }

  .ta .sR .nb {
    background: rgba(255, 255, 255, 0.18);
    color: #fff;
    border: 1px solid rgba(255, 255, 255, 0.1);
  }

  .ta .ico {
    width: 44px;
    height: 44px;
    border-radius: var(--r10);
    display: flex;
    align-items: center;
    justify-content: center;
    border: 1px solid;
    background: var(--ra);
    border-color: var(--rb);
    flex-shrink: 0;
    transition: transform 0.3s var(--spring);
  }

  .ta .ico svg {
    width: 20px;
    height: 20px;
    color: var(--red-l);
    transition: color 0.3s;
  }

  .ta .titem:hover .ico {
    transform: scale(1.08) rotate(3deg);
    background: rgba(167, 13, 42, 0.12);
    border-color: rgba(167, 13, 42, 0.4);
  }

  .ta .sR .ico {
    background: rgba(255, 255, 255, 0.14);
    border-color: rgba(255, 255, 255, 0.24);
  }

  .ta .sR .ico svg {
    color: #fff;
  }

  /* Dynamic Header alignment */
  .ta .sh {
    display: flex;
    justify-content: space-between;
    align-items: flex-end;
    gap: 28px;
    flex-wrap: wrap;
    margin-bottom: 56px;
  }

  .ta .ta-bc {
    display: flex;
    align-items: center;
    gap: 8px;
    font-size: 12.5px;
    font-weight: 600;
    margin-bottom: 30px;
    flex-wrap: wrap;
    text-transform: uppercase;
    letter-spacing: 0.05em;
  }

  .ta .ta-bc a {
    color: var(--dx3);
    transition: color 0.2s;
    text-decoration: none;
  }

  .ta .ta-bc a:hover {
    color: var(--red-l);
  }

  .ta .ta-bc .bs {
    color: var(--dx4);
    opacity: 0.6;
    font-size: 10px;
    margin: 0 4px;
  }

  .ta .ta-bc .ta-bc-curr {
    color: var(--dx1);
    font-weight: 700;
  }

  /* ══ S01 HERO SECTION REDESIGN ══ */
  .ta .hero {
    background:
      radial-gradient(circle at 15% 15%, rgba(167, 13, 42, 0.25) 0%, transparent 55%),
      radial-gradient(circle at 85% 75%, rgba(255, 42, 95, 0.18) 0%, transparent 60%),
      radial-gradient(circle at 50% -10%, rgba(0, 243, 255, 0.08) 0%, transparent 45%),
      #04010a;
    position: relative;
    padding: 120px 0 20px;
    overflow: hidden;
  }

  .ta .hero::before {
    content: '';
    position: absolute;
    inset: 0;
    z-index: 0;
    background-image: linear-gradient(rgba(167, 13, 42, 0.03) 1px, transparent 1px), linear-gradient(90deg, rgba(167, 13, 42, 0.03) 1px, transparent 1px);
    background-size: 56px 56px;
    pointer-events: none;
  }

  /* Animated & Vibrant Hero Ambient Glows */
  .ta .hero .glow-blob {
    opacity: 0.38;
    filter: blur(140px);
    transition: opacity 0.5s ease;
  }

  .ta .hero .glow-1 {
    background: radial-gradient(circle, #ff2a5f 0%, transparent 70%);
    animation: drift 16s ease-in-out infinite alternate;
  }

  .ta .hero .glow-2 {
    background: radial-gradient(circle, var(--red) 0%, transparent 70%);
    animation: drift 20s ease-in-out infinite alternate-reverse 2s;
  }

  .ta .hero .glow-3 {
    background: radial-gradient(circle, var(--teal) 0%, transparent 70%);
    opacity: 0.22;
    animation: drift 24s ease-in-out infinite alternate 1s;
  }

  .ta .hi {
    display: grid;
    grid-template-columns: 1.05fr 0.95fr;
    gap: 72px;
    align-items: start;
    position: relative;
    z-index: 1;
  }

  .ta .hl {
    padding-bottom: 80px;
  }

  .ta .hew {
    display: flex;
    margin-bottom: 28px;
    animation: ta-fade-up 0.6s var(--ease) both;
  }

  .ta .he {
    display: inline-flex;
    align-items: center;
    gap: 10px;
    background: rgba(12, 7, 23, 0.85);
    backdrop-filter: blur(24px);
    border: 1px solid var(--bd2);
    border-radius: var(--r100);
    padding: 8px 18px 8px 12px;
    font-size: 12.5px;
    font-weight: 600;
    color: rgba(255, 255, 255, 0.9);
    box-shadow: 0 4px 20px rgba(0, 0, 0, 0.4);
  }

  /* Gradient H1 Hero typography */
  .ta .hh1 {
    font-size: clamp(54px, 7.5vw, 94px);
    font-weight: 800;
    line-height: 0.96;
    letter-spacing: -0.045em;
    color: var(--dx1);
    animation: ta-fade-up 0.7s var(--ease) 0.1s both;
  }

  .ta .hh1 em {
    font-style: normal;
    color: #ff3355 !important;
    -webkit-text-fill-color: #ff3355 !important;
    background: none !important;
    -webkit-background-clip: initial !important;
    background-clip: initial !important;
    padding: 0 !important;
    border-radius: 0 !important;
    box-shadow: none !important;
    display: inline !important;
    letter-spacing: -0.045em;
    text-shadow: 0 0 20px rgba(255, 51, 85, 0.25);
  }

  .ta .hh1 .h1s {
    display: block;
  }

  .ta .hh1 .dim {
    color: rgba(255, 255, 255, 0.85);
    font-weight: 700;
    font-size: 0.68em;
    display: block;
    margin-top: 14px;
    letter-spacing: -0.035em;
    -webkit-text-fill-color: rgba(255, 255, 255, 0.85);
  }

  .ta .hdim {
    color: #ffffff;
    font-weight: 700;
    font-size: 26px;
    display: block;
    margin-top: 14px;
    letter-spacing: -0.01em;
    -webkit-text-fill-color: #ffffff;
  }

  .ta .hlead {
    font-size: 18.5px;
    line-height: 1.76;
    color: var(--dx2);
    margin-top: 24px;
    max-width: 540px;
    animation: ta-fade-up 0.7s var(--ease) 0.18s both;
    font-weight: 400;
  }

  .ta .htrust {
    display: flex;
    flex-wrap: wrap;
    gap: 10px;
    margin: 30px 0;
    animation: ta-fade-up 0.7s var(--ease) 0.24s both;
  }

  .ta .htr {
    display: inline-flex;
    align-items: center;
    gap: 8px;
    font-size: 12.5px;
    font-weight: 600;
    background: rgba(255, 255, 255, 0.08);
    border: 1px solid rgba(255, 255, 255, 0.16);
    color: #ffffff;
    padding: 8px 16px;
    border-radius: var(--r100);
    transition: all 0.3s var(--ease);
  }

  .ta .htr:hover {
    background: rgba(255, 255, 255, 0.14);
    border-color: rgba(255, 255, 255, 0.26);
    transform: translateY(-2px);
    box-shadow: 0 4px 12px rgba(167, 13, 42, 0.15);
  }

  .ta .htr svg {
    width: 13px;
    height: 13px;
    color: var(--green);
    flex-shrink: 0;
  }

  .ta .hctas {
    display: flex;
    gap: 16px;
    flex-wrap: wrap;
    animation: ta-fade-up 0.7s var(--ease) 0.3s both;
  }

  .ta .hproof {
    display: flex;
    gap: 16px;
    align-items: center;
    margin-top: 28px;
    flex-wrap: wrap;
    font-size: 12.5px;
    font-weight: 600;
    animation: ta-fade-up 0.7s var(--ease) 0.36s both;
    color: rgba(255, 255, 255, 0.85);
  }

  .ta .hproof a {
    color: #ffffff;
    text-decoration: underline !important;
    display: inline-flex;
    align-items: center;
    gap: 6px;
    transition: opacity 0.2s;
    font-weight: 700;
  }

  .ta .hproof a:hover {
    opacity: 0.8;
  }

  .ta .hproof .dot {
    color: rgba(255, 255, 255, 0.35);
  }

  .ta .hr {
    padding-top: 8px;
    animation: ta-fade-up 0.7s var(--ease) 0.2s both;
  }

  /* SScard with double borders and inset highlights */
  .ta .hsc {
    position: relative;
    border-radius: var(--r20);
    overflow: hidden;
    box-shadow: 0 30px 70px rgba(0, 0, 0, 0.65);
    transition: transform 0.4s var(--spring), box-shadow 0.4s var(--ease);
  }

  .ta .hsc::before {
    content: '';
    position: absolute;
    inset: 0;
    padding: 1.5px;
    background: linear-gradient(135deg, rgba(167, 13, 42, 0.6), rgba(255, 255, 255, 0.05), rgba(153, 0, 0, 0.5));
    border-radius: var(--r20);
    -webkit-mask: linear-gradient(#fff 0 0) content-box, linear-gradient(#fff 0 0);
    mask: linear-gradient(#fff 0 0) content-box, linear-gradient(#fff 0 0);
    -webkit-mask-composite: xor;
    mask-composite: exclude;
    pointer-events: none;
    z-index: 2;
  }

  .ta .hsc:hover {
    transform: translateY(-6px) scale(1.01);
    box-shadow: 0 35px 80px rgba(167, 13, 42, 0.15), 0 30px 70px rgba(0, 0, 0, 0.7);
  }

  .ta .hsc-inner {
    background: rgba(6, 3, 12, 0.88);
    backdrop-filter: blur(40px) saturate(180%);
    -webkit-backdrop-filter: blur(40px) saturate(180%);
    border-radius: calc(var(--r20) - 1px);
    position: relative;
    z-index: 1;
  }

  .ta .hsch {
    padding: 24px 28px 18px;
    border-bottom: 1px solid var(--bd);
    display: flex;
    align-items: center;
    justify-content: space-between;
  }

  .ta .hscl {
    font-size: 11px;
    font-weight: 850;
    text-transform: uppercase;
    letter-spacing: 0.15em;
    color: var(--red-l);
  }

  .ta .hscv {
    font-size: 11.5px;
    color: var(--dx3);
    font-weight: 650;
  }

  .ta .hscg {
    display: grid;
    grid-template-columns: 1fr 1fr;
  }

  .ta .hsci {
    padding: 24px 28px;
    border-right: 1px solid var(--bd);
    border-bottom: 1px solid var(--bd);
    transition: background 0.3s var(--ease);
  }

  .ta .hsci:hover {
    background: rgba(167, 13, 42, 0.03);
  }

  .ta .hsci:nth-child(2n) {
    border-right: none;
  }

  .ta .hsci:nth-child(3),
  .ta .hsci:nth-child(4) {
    border-bottom: none;
  }

  .ta .hscn {
    font-size: 34px;
    font-weight: 800;
    color: #ffffff !important;
    -webkit-text-fill-color: #ffffff !important;
    line-height: 1.1;
    letter-spacing: -0.04em;
    text-shadow: 0 4px 12px rgba(167, 13, 42, 0.4);
  }

  .ta .hscll {
    font-size: 11px;
    font-weight: 600;
    text-transform: uppercase;
    letter-spacing: 0.07em;
    color: var(--dx3);
    margin-top: 6px;
  }

  .ta .hscav {
    padding: 16px 28px;
    display: flex;
    align-items: center;
    gap: 12px;
    border-top: 1px solid var(--bd);
    font-size: 13.5px;
    font-weight: 600;
    color: var(--green);
    background: rgba(0, 230, 118, 0.05);
  }

  /* Clone card slider grid */
  .ta .hshow {
    margin-top: 18px;
    display: grid;
    grid-template-columns: 1fr 1fr;
    gap: 12px;
  }

  .ta .hsc-card {
    display: block;
    text-decoration: none !important;
    background: rgba(255, 255, 255, 0.02);
    border: 1px solid var(--bd);
    border-radius: var(--r14);
    padding: 16px 20px;
    transition: all 0.35s var(--ease);
    position: relative;
    overflow: hidden;
    backdrop-filter: blur(8px);
    -webkit-backdrop-filter: blur(8px);
  }

  .ta .hsc-card::before {
    content: '';
    position: absolute;
    left: 0;
    top: 0;
    bottom: 0;
    width: 4px;
    background: var(--rg);
    opacity: 0;
    transition: opacity 0.25s, transform 0.25s;
  }

  .ta .hsc-card:hover {
    border-color: rgba(167, 13, 42, 0.4);
    background: rgba(255, 255, 255, 0.05);
    transform: translateX(6px);
    box-shadow: 0 12px 30px rgba(167, 13, 42, 0.08), 0 8px 24px rgba(0, 0, 0, 0.35);
  }

  .ta .hsc-card:hover::before {
    opacity: 1;
  }

  .ta .hsc-cat {
    font-size: 9.5px;
    font-weight: 900;
    text-transform: uppercase;
    letter-spacing: 0.12em;
    color: #ffffff !important;
    margin-bottom: 5px;
  }

  .ta .hsc-name {
    font-size: 14px;
    font-weight: 800;
    color: var(--dx1);
    line-height: 1.35;
    letter-spacing: -0.01em;
  }

  .ta .hsc-meta {
    font-size: 11px;
    color: rgba(255, 255, 255, 0.8) !important;
    margin-top: 4px;
    font-weight: 600;
  }

  /* Interactive AI Engine Status Console */
  .ta .hstatus-console {
    background: rgba(255, 255, 255, 0.02);
    border: 1px solid var(--bd);
    border-radius: var(--r14);
    margin-top: 14px;
    padding: 18px 22px;
    backdrop-filter: blur(8px);
    -webkit-backdrop-filter: blur(8px);
    transition: all 0.35s var(--ease);
  }

  .ta .hstatus-console:hover {
    border-color: rgba(167, 13, 42, 0.3);
    background: rgba(255, 255, 255, 0.04);
    transform: translateY(-3px);
    box-shadow: 0 16px 36px rgba(0, 0, 0, 0.4);
  }

  .ta .hstatus-header {
    display: flex;
    align-items: center;
    gap: 8px;
    font-size: 11px;
    text-transform: uppercase;
    letter-spacing: 0.1em;
    color: var(--dx3);
    margin-bottom: 14px;
    font-weight: 800;
  }

  .ta .hstatus-dot {
    width: 7px;
    height: 7px;
    background: var(--green);
    border-radius: 50%;
    box-shadow: 0 0 8px var(--green);
    animation: ta-dotglow 2s ease-in-out infinite;
  }

  .ta .hstatus-tag {
    margin-left: auto;
    color: var(--red-l);
    font-weight: 850;
    font-size: 10px;
    border: 1px solid rgba(167, 13, 42, 0.2);
    padding: 2px 8px;
    border-radius: 4px;
    background: rgba(167, 13, 42, 0.05);
  }

  .ta .hstatus-grid {
    display: grid;
    grid-template-columns: 1fr 1fr;
    gap: 10px;
  }

  .ta .hstatus-item {
    background: rgba(255, 255, 255, 0.01);
    border: 1px solid rgba(255, 255, 255, 0.03);
    padding: 10px 14px;
    border-radius: var(--r10);
    transition: border-color 0.25s;
  }

  .ta .hstatus-item:hover {
    border-color: rgba(255, 255, 255, 0.08);
  }

  .ta .hstatus-lbl {
    display: block;
    font-size: 9px;
    font-weight: 850;
    color: var(--dx4);
    letter-spacing: 0.08em;
    margin-bottom: 2px;
  }

  .ta .hstatus-val {
    display: block;
    font-size: 12.5px;
    font-weight: 750;
    color: var(--dx1);
  }

  /* ══ S01 STRIP REDESIGN ══ */
  .ta .hstrip {
    background: var(--l0);
    border-top: none;
    padding: 34px 0;
    position: relative;
    z-index: 1;
    box-shadow: 0 -1px 0 rgba(167, 13, 42, 0.08), 0 12px 40px rgba(12, 7, 22, 0.06);
  }

  .ta .hsr {
    display: flex;
    align-items: center;
    justify-content: space-between;
    flex-wrap: nowrap;
    gap: 16px;
  }

  .ta .hsi {
    flex-shrink: 0;
  }

  .ta .hsi strong {
    display: block;
    font-size: 20px;
    font-weight: 800;
    color: var(--red-d);
    line-height: 1.1;
    letter-spacing: -0.03em;
    background: linear-gradient(135deg, var(--red-d) 0%, var(--red) 100%);
    -webkit-background-clip: text;
    -webkit-text-fill-color: transparent;
    background-clip: text;
  }

  .ta .hsi span {
    display: block;
    font-size: 10.2px;
    font-weight: 700;
    color: var(--lx3);
    text-transform: uppercase;
    letter-spacing: 0.08em;
    margin-top: 4px;
  }

  .ta .hsep {
    width: 1px;
    height: 36px;
    background: var(--bl2);
    flex-shrink: 0;
  }

  /* ══ S02 TRUST BAR REDESIGN ══ */
  .ta .tbar {
    padding: 48px 0;
    border-bottom: 1px solid var(--bd);
    position: relative;
    z-index: 1;
  }

  .ta .tbrow {
    display: grid;
    grid-template-columns: repeat(3, 1fr);
    gap: 32px 48px;
    justify-items: center;
  }

  .ta .titem {
    display: flex;
    align-items: center;
    gap: 14px;
  }

  .ta .titem h4 {
    font-size: 14.5px;
    font-weight: 800;
    color: var(--dx1);
    letter-spacing: -0.01em;
  }

  .ta .titem p {
    font-size: 12.5px;
    color: var(--dx2);
    margin-top: 4px;
    font-weight: 500;
  }

  .ta .tsep {
    display: none !important;
  }

  /* ══ S03 OUR APPROACH REDESIGN ══ */
  .ta .approach-right {
    display: flex;
    flex-direction: column;
    gap: 24px;
  }

  .ta .approach-cards {
    display: grid;
    grid-template-columns: 1fr 1fr 1fr;
    gap: 16px;
    margin-top: 4px;
  }

  .ta .ac {
    border: 1px solid transparent;
    border-radius: var(--r14);
    padding: 22px 16px;
    background-image: linear-gradient(var(--l0), var(--l0)), linear-gradient(135deg, rgba(12, 7, 22, 0.06), rgba(167, 13, 42, 0.15));
    background-origin: border-box;
    background-clip: padding-box, border-box;
    transition: all 0.35s var(--spring);
    text-align: center;
    box-shadow: 0 4px 16px rgba(12, 7, 22, 0.02);
  }

  .ta .ac:hover {
    transform: translateY(-5px);
    box-shadow: 0 16px 36px rgba(167, 13, 42, 0.1);
    background-image: linear-gradient(var(--l0), var(--l0)), linear-gradient(135deg, rgba(167, 13, 42, 0.4), rgba(167, 13, 42, 0.08));
  }

  .ta .ac-icon {
    width: 42px;
    height: 42px;
    border-radius: var(--r10);
    background: var(--ra);
    border: 1px solid var(--rb);
    display: flex;
    align-items: center;
    justify-content: center;
    margin: 0 auto 12px;
    transition: transform 0.3s var(--spring);
  }

  .ta .ac:hover .ac-icon {
    transform: scale(1.1) rotate(3deg);
    background: rgba(167, 13, 42, 0.1);
  }

  .ta .ac-icon svg {
    width: 20px;
    height: 20px;
    color: var(--red);
  }

  .ta .ac-title {
    font-size: 14px;
    font-weight: 800;
    color: var(--lx1);
    margin-bottom: 6px;
    letter-spacing: -0.01em;
  }

  .ta .ac-desc {
    font-size: 11.5px;
    color: var(--lx3);
    line-height: 1.5;
    font-weight: 500;
  }

  /* Symmetrical stat card elements */
  .ta .sgrid {
    display: grid;
    grid-template-columns: 1fr 1fr;
    gap: 20px;
  }

  .ta .scard {
    border: 1px solid transparent;
    border-radius: var(--r14);
    padding: 28px 24px;
    transition: all 0.35s var(--spring);
    position: relative;
    overflow: hidden;
    background-image: linear-gradient(var(--l0), var(--l0)), linear-gradient(135deg, rgba(12, 7, 22, 0.04), rgba(167, 13, 42, 0.08));
    background-origin: border-box;
    background-clip: padding-box, border-box;
    box-shadow: 0 4px 16px rgba(0, 0, 0, 0.02);
  }

  .ta .scard::before {
    content: '';
    position: absolute;
    inset: 0;
    background: linear-gradient(135deg, rgba(167, 13, 42, 0.04), transparent);
    opacity: 0;
    transition: opacity 0.3s;
  }

  .ta .scard:hover {
    transform: translateY(-6px);
    box-shadow: 0 20px 45px rgba(167, 13, 42, 0.08), 0 8px 24px rgba(12, 7, 22, 0.04);
    background-image: linear-gradient(var(--l0), var(--l0)), linear-gradient(135deg, rgba(167, 13, 42, 0.35), rgba(167, 13, 42, 0.05));
  }

  .ta .scard:hover::before {
    opacity: 1;
  }

  .ta .sn {
    font-size: 38px;
    font-weight: 800;
    line-height: 1.1;
    margin-bottom: 6px;
    letter-spacing: -0.04em;
    background: var(--rg);
    -webkit-background-clip: text;
    -webkit-text-fill-color: transparent;
    background-clip: text;
  }

  .ta .sl {
    font-size: 13px;
    font-weight: 600;
    line-height: 1.5;
    color: var(--lx3);
  }

  .ta .anote {
    background: rgba(167, 13, 42, 0.02);
    border: 1px solid rgba(167, 13, 42, 0.12);
    border-left: 5px solid var(--red);
    border-radius: 0 var(--r14) var(--r14) 0;
    padding: 20px 24px;
    margin-top: 30px;
    box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.7);
  }

  .ta .anh {
    font-size: 11px;
    font-weight: 850;
    color: var(--red);
    text-transform: uppercase;
    letter-spacing: 0.12em;
    margin-bottom: 8px;
  }

  .ta .mrow {
    display: flex;
    align-items: center;
    gap: 12px;
    padding: 18px 0;
    border-top: 1px solid var(--bl2);
    margin-top: 30px;
    font-size: 13.5px;
    color: var(--lx3);
    font-weight: 650;
  }

  .ta .mrow svg {
    width: 16px;
    height: 16px;
    color: var(--red);
    flex-shrink: 0;
  }

  .ta .mrow a {
    color: var(--red-d);
    font-weight: 700;
    transition: color 0.2s;
  }

  .ta .mrow a:hover {
    color: var(--red);
  }

  .ta .tech-adv {
    background: linear-gradient(135deg, rgba(167, 13, 42, 0.04) 0%, rgba(167, 13, 42, 0.01) 100%);
    border: 1px solid rgba(167, 13, 42, 0.12);
    border-radius: var(--r14);
    padding: 26px 28px;
    margin-top: 4px;
    box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.7);
  }

  .ta .tech-adv h4 {
    font-size: 14px;
    font-weight: 850;
    color: var(--lx1);
    margin-bottom: 16px;
    text-transform: uppercase;
    letter-spacing: 0.08em;
  }

  .ta .fadv-row {
    display: flex;
    align-items: center;
    justify-content: space-between;
    padding: 10px 0;
    border-bottom: 1px solid var(--bl2);
  }

  .ta .fadv-row:last-child {
    border-bottom: none;
    padding-bottom: 0;
  }

  .ta .fadv-label {
    font-size: 13.5px;
    color: var(--lx2);
    font-weight: 550;
  }

  .ta .fadv-val {
    font-size: 13.5px;
    font-weight: 800;
    color: var(--red);
  }

  /* ══ S04 CLONE SOLUTIONS REDESIGN ══ */
  .ta .scrd {
    display: block;
    text-decoration: none !important;
    background: var(--l0);
    border: 1px solid var(--bl2);
    border-radius: var(--r20);
    overflow: hidden;
    transition: all 0.4s var(--spring);
    box-shadow: 0 4px 16px rgba(12, 7, 22, 0.02);
  }

  .ta .scrd:hover {
    transform: translateY(-8px);
    border-color: rgba(167, 13, 42, 0.35);
    box-shadow: 0 24px 50px rgba(167, 13, 42, 0.1), 0 8px 24px rgba(12, 7, 22, 0.06);
  }

  .ta .sv {
    height: 130px;
    position: relative;
    overflow: hidden;
    border-bottom: 1px solid var(--bl2);
    display: flex;
    align-items: center;
    justify-content: center;
  }

  .ta .sv1 {
    background: linear-gradient(135deg, rgba(167, 13, 42, 0.12), rgba(153, 0, 0, 0.03));
  }

  .ta .sv2 {
    background: linear-gradient(135deg, rgba(0, 243, 255, 0.12), rgba(0, 243, 255, 0.03));
  }

  .ta .sv3 {
    background: linear-gradient(135deg, rgba(153, 0, 0, 0.12), rgba(153, 0, 0, 0.03));
  }

  .ta .sv4 {
    background: linear-gradient(135deg, rgba(0, 230, 118, 0.12), rgba(0, 230, 118, 0.03));
  }

  .ta .sv5 {
    background: linear-gradient(135deg, rgba(157, 0, 255, 0.12), rgba(157, 0, 255, 0.03));
  }

  .ta .sv6 {
    background: linear-gradient(135deg, rgba(167, 13, 42, 0.06), rgba(153, 0, 0, 0.06));
  }

  .ta .spill {
    position: absolute;
    top: 16px;
    right: 16px;
    background: rgba(12, 7, 23, 0.76);
    backdrop-filter: blur(8px);
    border: 1px solid rgba(255, 255, 255, 0.15);
    border-radius: var(--r100);
    padding: 5px 14px;
    font-size: 10px;
    font-weight: 850;
    color: #fff;
    text-transform: uppercase;
    letter-spacing: 0.1em;
  }

  .ta .snum {
    font-size: 60px;
    font-weight: 900;
    letter-spacing: -0.04em;
    line-height: 1;
    opacity: 0.07;
    position: absolute;
    bottom: -12px;
    right: 18px;
    color: var(--lx1);
  }

  .ta .siwrap {
    width: 56px;
    height: 56px;
    border-radius: var(--r14);
    display: flex;
    align-items: center;
    justify-content: center;
    background: rgba(255, 255, 255, 0.75);
    backdrop-filter: blur(10px);
    -webkit-backdrop-filter: blur(10px);
    border: 1px solid rgba(255, 255, 255, 0.65);
    box-shadow: 0 6px 20px rgba(12, 7, 22, 0.06);
    transition: transform 0.35s var(--spring);
  }

  .ta .scrd:hover .siwrap {
    transform: scale(1.1) rotate(4deg);
  }

  .ta .siwrap svg {
    width: 26px;
    height: 26px;
  }

  .ta .sb {
    padding: 26px;
  }

  .ta .scat {
    font-size: 10px;
    font-weight: 850;
    text-transform: uppercase;
    letter-spacing: 0.12em;
    color: var(--red);
    margin-bottom: 12px;
  }

  .ta .scrd h3 {
    font-size: 19px;
    font-weight: 800;
    line-height: 1.3;
    color: var(--lx1);
    letter-spacing: -0.02em;
  }

  .ta .scrd p {
    font-size: 13.5px;
    line-height: 1.68;
    color: var(--lx2);
    margin-top: 10px;
  }

  .ta .schips {
    display: flex;
    gap: 8px;
    margin-top: 16px;
    flex-wrap: wrap;
  }

  .ta .schip {
    font-size: 11px;
    font-weight: 700;
    padding: 5px 12px;
    border-radius: var(--r6);
    background: rgba(167, 13, 42, 0.05);
    color: var(--red);
    border: 1px solid rgba(167, 13, 42, 0.12);
  }

  .ta .hnote {
    margin-top: 26px;
    padding: 18px 24px;
    font-size: 13.8px;
    color: var(--lx2);
    background: rgba(167, 13, 42, 0.03);
    border: 1px solid rgba(167, 13, 42, 0.12);
    border-left: 5px solid var(--red);
    border-radius: 0 var(--r14) var(--r14) 0;
    box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.7);
  }

  /* ══ S05 COMPARISON REDESIGN ══ */
  .ta .ctw {
    overflow-x: auto;
    border-radius: var(--r20);
    border: 1px solid var(--bd);
    margin-top: 40px;
    box-shadow: 0 30px 70px rgba(0, 0, 0, 0.5);
  }

  .ta .ct {
    width: 100%;
    border-collapse: collapse;
    font-size: 13.8px;
  }

  .ta .ct th,
  .ta .ct td {
    padding: 20px 22px;
    text-align: left;
    border: 1px solid;
    vertical-align: middle;
  }

  .ta .ct th {
    font-weight: 850;
    font-size: 11.5px;
    text-transform: uppercase;
    letter-spacing: 0.1em;
    line-height: 1.4;
  }

  .ta .sD .ct th {
    background: rgba(255, 255, 255, 0.03);
    color: var(--dx2);
    border-color: var(--bd);
  }

  .ta .sD .ct td {
    border-color: var(--bd);
    color: var(--dx2);
  }

  .ta .ct .ch {
    border-left: 2px solid rgba(167, 13, 42, 0.4) !important;
    border-right: 2px solid rgba(167, 13, 42, 0.4) !important;
    background: rgba(167, 13, 42, 0.05) !important;
  }

  .ta .ct tr:first-child .ch {
    border-top: 3px solid var(--red) !important;
  }

  .ta .ct tr:last-child .ch {
    border-bottom: 3px solid var(--red) !important;
  }

  .ta .ct .yes {
    color: var(--green) !important;
    font-weight: 800;
    text-shadow: 0 0 10px rgba(0, 230, 118, 0.2);
  }

  .ta .ct .no {
    opacity: 0.5;
  }

  .ta .ct .win {
    color: var(--red-l) !important;
    font-weight: 850;
    text-shadow: 0 0 10px rgba(167, 13, 42, 0.2);
  }

  .ta .dbx {
    padding: 24px 26px;
    border-radius: var(--r14);
    border: 1px solid;
  }

  .ta .sD .dbx {
    background: rgba(255, 255, 255, 0.02);
    border-color: var(--bd);
  }

  .ta .dlbl {
    font-size: 11.5px;
    font-weight: 850;
    text-transform: uppercase;
    letter-spacing: 0.12em;
    margin-bottom: 12px;
  }

  /* ══ S06 ARCHITECTURE REDESIGN ══ */
  .ta .ait {
    padding: 24px 0;
    border-bottom: 1px solid var(--bl2);
  }

  .ta .ait:last-child {
    border-bottom: none;
  }

  .ta .ait h3 {
    font-size: 17px;
    font-weight: 800;
    color: var(--lx1);
    margin-bottom: 18px;
    letter-spacing: -0.02em;
  }
  .ta .ait p.body {
    margin-bottom: 14px;
  }

  .ta .wcall {
    background: rgba(167, 13, 42, 0.02);
    border: 1px solid rgba(167, 13, 42, 0.12);
    border-left: 5px solid var(--red);
    border-radius: 0 var(--r14) var(--r14) 0;
    padding: 20px;
    margin-top: 4px;
    box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.7);
  }

  .ta .wch {
    font-size: 11.5px;
    font-weight: 850;
    color: var(--red);
    text-transform: uppercase;
    letter-spacing: 0.12em;
    margin-bottom: 8px;
  }

  /* High fidelity macOS Window structure */
  .ta .cw2 {
    background: var(--dk0);
    border: 1px solid var(--bd2);
    border-radius: var(--r20);
    overflow: hidden;
    box-shadow: 0 35px 80px rgba(0, 0, 0, 0.7);
    position: relative;
    transition: transform 0.4s var(--spring);
  }

  .ta .cw2:hover {
    transform: translateY(-4px);
    box-shadow: 0 40px 90px rgba(157, 0, 255, 0.12), 0 30px 75px rgba(0, 0, 0, 0.75);
  }

  .ta .cw2::before {
    content: '';
    position: absolute;
    inset: 0;
    padding: 1px;
    background: linear-gradient(135deg, rgba(255, 255, 255, 0.12), transparent, rgba(255, 255, 255, 0.02));
    border-radius: var(--r20);
    -webkit-mask: linear-gradient(#fff 0 0) content-box, linear-gradient(#fff 0 0);
    mask: linear-gradient(#fff 0 0) content-box, linear-gradient(#fff 0 0);
    -webkit-mask-composite: xor;
    mask-composite: exclude;
    pointer-events: none;
  }

  .ta .chdr {
    padding: 16px 22px;
    border-bottom: 1px solid var(--bd);
    display: flex;
    align-items: center;
    gap: 8px;
    background: rgba(255, 255, 255, 0.03);
  }

  .ta .cd {
    width: 12px;
    height: 12px;
    border-radius: 50%;
  }

  .ta .cdr {
    background: #ff5f56;
  }

  .ta .cdy {
    background: #ffbd2e;
  }

  .ta .cdg {
    background: #27c93f;
  }

  .ta .ctit {
    font-size: 11.5px;
    font-weight: 600;
    color: var(--dx3);
    margin-left: 10px;
    font-family: var(--fm);
    letter-spacing: 0.04em;
  }

  .ta .cbody {
    padding: 24px 28px;
    font-family: var(--fm);
    font-size: 12.8px;
    line-height: 1.9;
    white-space: pre;
    overflow-x: auto;
    color: rgba(255, 255, 255, 0.95);
    background: #050308;
  }

  .ta .ckw {
    color: #c678dd;
    font-weight: 700;
  }

  .ta .cty {
    color: #e5c07b;
  }

  .ta .cst {
    color: #98c379;
  }

  .ta .ccm {
    color: #5c6370;
    font-style: italic;
  }

  .ta .cnot {
    padding: 18px 24px;
    background: var(--l1);
    border-top: 1px solid var(--bl2);
    font-size: 13.8px;
    color: var(--lx2);
    line-height: 1.7;
    border-radius: 0 0 var(--r20) var(--r20);
    font-weight: 500;
  }

  /* ══ S07 SERVICE MODELS REDESIGN ══ */
  .ta .vcrd {
    background: var(--l0);
    border: 1px solid var(--bl2);
    border-radius: var(--r20);
    overflow: hidden;
    transition: all 0.4s var(--spring);
    position: relative;
    box-shadow: 0 4px 16px rgba(12, 7, 22, 0.02);
  }

  .ta .vcrd:hover {
    transform: translateY(-8px);
    box-shadow: 0 24px 50px rgba(167, 13, 42, 0.08), 0 8px 24px rgba(12, 7, 22, 0.06);
    border-color: rgba(167, 13, 42, 0.3);
  }

  .ta .vbadge {
    position: absolute;
    top: -1px;
    left: 24px;
    background: var(--red);
    color: #fff;
    font-size: 10px;
    font-weight: 850;
    text-transform: uppercase;
    letter-spacing: 0.12em;
    padding: 5px 16px;
    border-radius: 0 0 8px 8px;
    z-index: 5;
    box-shadow: 0 2px 10px rgba(167, 13, 42, 0.25);
  }

  .ta .vvis {
    height: 180px;
    position: relative;
    overflow: hidden;
    border-bottom: 1px solid var(--bl2);
    display: flex;
    align-items: center;
    justify-content: center;
  }

  /* Phone Mockups redesign */
  .ta .vvis-phones {
    position: absolute;
    inset: 0;
    display: flex;
    align-items: center;
    justify-content: center;
    background: linear-gradient(180deg, rgba(167, 13, 42, 0.08), rgba(153, 0, 0, 0.02));
  }

  .ta .phone-mock {
    position: absolute;
    width: 68px;
    height: 110px;
    border-radius: 14px;
    border: 2.2px solid;
    display: flex;
    flex-direction: column;
    overflow: hidden;
    box-shadow: 0 12px 28px rgba(0, 0, 0, 0.45);
  }

  .ta .phone-mock .pm-bar {
    height: 12px;
    flex-shrink: 0;
    border-bottom: 0.5px solid rgba(255, 255, 255, 0.05);
  }

  .ta .phone-mock .pm-body {
    flex: 1;
    display: flex;
    flex-direction: column;
    gap: 4px;
    padding: 8px 6px;
  }

  .ta .phone-mock .pm-line {
    height: 3px;
    border-radius: 2px;
    width: 85%;
  }

  .ta .phone-mock .pm-line:nth-child(2) {
    width: 55%;
  }

  .ta .phone-mock .pm-line:nth-child(3) {
    width: 75%;
  }

  .ta .phone-mock .pm-btn {
    margin-top: auto;
    height: 11px;
    border-radius: 4px;
  }

  .ta .phone-customer {
    transform: rotate(-8deg) translate(-40px, 8px);
    z-index: 1;
    opacity: 0.7;
    border-color: rgba(255, 255, 255, 0.16);
    background: rgba(8, 4, 12, 0.94);
  }

  .ta .phone-customer .pm-bar {
    background: rgba(167, 13, 42, 0.35);
  }

  .ta .phone-customer .pm-line {
    background: rgba(255, 255, 255, 0.12);
  }

  .ta .phone-customer .pm-btn {
    background: rgba(167, 13, 42, 0.3);
  }

  .ta .phone-driver {
    z-index: 3;
    border-color: rgba(167, 13, 42, 0.6);
    background: linear-gradient(160deg, rgba(167, 13, 42, 0.15), rgba(8, 3, 12, 0.94));
    box-shadow: 0 16px 36px rgba(167, 13, 42, 0.25);
    animation: ta-float 4.5s ease-in-out infinite;
  }

  .ta .phone-driver .pm-bar {
    background: rgba(167, 13, 42, 0.65);
  }

  .ta .phone-driver .pm-line {
    background: rgba(255, 255, 255, 0.25);
  }

  .ta .phone-driver .pm-btn {
    background: var(--rg);
  }

  .ta .phone-admin {
    transform: rotate(8deg) translate(40px, -4px);
    z-index: 2;
    opacity: 0.8;
    border-color: rgba(255, 255, 255, 0.2);
    background: rgba(12, 6, 20, 0.94);
    animation: ta-float2 4.5s ease-in-out infinite;
  }

  .ta .phone-admin .pm-bar {
    background: rgba(255, 255, 255, 0.16);
  }

  .ta .phone-admin .pm-line {
    background: rgba(255, 255, 255, 0.12);
  }

  .ta .phone-admin .pm-btn {
    background: rgba(255, 255, 255, 0.16);
  }

  .ta .phone-lbl {
    position: absolute;
    bottom: 8px;
    font-size: 7.5px;
    font-weight: 800;
    text-transform: uppercase;
    letter-spacing: 0.08em;
    color: rgba(255, 255, 255, 0.4);
    text-align: center;
    width: 100%;
  }

  .ta .phone-lbl.driver {
    color: var(--red-l);
    z-index: 4;
    bottom: 4px;
    left: 50%;
    transform: translateX(-50%);
    width: 70px;
    font-weight: 900;
  }

  /* Widget Tree Layout */
  .ta .vvis-tree {
    position: absolute;
    inset: 0;
    display: flex;
    align-items: center;
    justify-content: center;
    background: linear-gradient(180deg, rgba(0, 243, 255, 0.08), rgba(0, 243, 255, 0.02));
  }

  .ta .tree-svg {
    width: 100%;
    height: 100%;
    max-width: 220px;
    max-height: 130px;
  }

  .ta .tree-node {
    fill: rgba(8, 3, 15, 0.92);
    stroke: rgba(0, 243, 255, 0.5);
    stroke-width: 1.2;
    rx: 5;
  }

  .ta .tree-node-root {
    fill: rgba(167, 13, 42, 0.16);
    stroke: rgba(167, 13, 42, 0.65);
    stroke-width: 1.5;
  }

  .ta .tree-line {
    stroke: rgba(0, 243, 255, 0.25);
    stroke-width: 1;
    stroke-dasharray: 4 3;
  }

  .ta .tree-line-root {
    stroke: rgba(167, 13, 42, 0.4);
    stroke-width: 1.2;
    stroke-dasharray: none;
    animation: ta-draw 3s ease-in-out infinite alternate;
  }

  .ta .tree-text {
    fill: rgba(255, 255, 255, 0.75);
    font-size: 6.5px;
    font-family: var(--fm);
    font-weight: 600;
  }

  .ta .tree-text-root {
    fill: var(--red-l);
  }

  /* Sprint Timeline */
  .ta .vvis-sprint {
    position: absolute;
    inset: 0;
    display: flex;
    align-items: center;
    justify-content: center;
    padding: 0 24px;
    background: linear-gradient(180deg, rgba(157, 0, 255, 0.08), rgba(157, 0, 255, 0.02));
  }

  .ta .sprint-track {
    width: 100%;
    display: flex;
    flex-direction: column;
    gap: 10px;
  }

  .ta .sprint-row {
    display: flex;
    align-items: center;
    gap: 10px;
  }

  .ta .sprint-label {
    font-size: 8px;
    font-weight: 850;
    color: rgba(255, 255, 255, 0.4);
    text-transform: uppercase;
    letter-spacing: 0.08em;
    width: 30px;
    flex-shrink: 0;
    text-align: right;
  }

  .ta .sprint-bar-wrap {
    flex: 1;
    height: 10px;
    background: rgba(255, 255, 255, 0.06);
    border-radius: 6px;
    overflow: hidden;
    position: relative;
    border: 0.5px solid rgba(255, 255, 255, 0.02);
  }

  .ta .sprint-fill {
    height: 100%;
    border-radius: 6px;
    position: relative;
  }

  .ta .sprint-fill.done {
    background: linear-gradient(90deg, var(--red), rgba(167, 13, 42, 0.5));
  }

  .ta .sprint-fill.active {
    background: linear-gradient(90deg, rgba(157, 0, 255, 0.8), rgba(157, 0, 255, 0.45));
    width: 75%;
    position: relative;
  }

  .ta .sprint-fill.active::after {
    content: '';
    position: absolute;
    inset: 0;
    background: linear-gradient(90deg, transparent, rgba(255, 255, 255, 0.3), transparent);
    transform: translateX(-100%);
    animation: ta-shimmer 1.8s infinite;
  }

  .ta .sprint-fill.next {
    background: rgba(255, 255, 255, 0.06);
  }

  .ta .sprint-dot {
    width: 9px;
    height: 9px;
    border-radius: 50%;
    flex-shrink: 0;
  }

  .ta .sprint-dot.done {
    background: var(--green);
  }

  .ta .sprint-dot.active {
    background: var(--red-l);
    animation: ta-dotglow 1.5s ease-in-out infinite;
  }

  .ta .sprint-dot.next {
    background: rgba(255, 255, 255, 0.2);
  }

  .ta .vbody {
    padding: 28px 30px;
  }

  .ta .vtag {
    font-size: 10.5px;
    font-weight: 850;
    text-transform: uppercase;
    letter-spacing: 0.12em;
    color: var(--red);
    margin-bottom: 12px;
  }

  .ta .vtit {
    font-size: 20px;
    font-weight: 800;
    line-height: 1.25;
    color: var(--lx1);
    margin-bottom: 12px;
    letter-spacing: -0.02em;
  }

  .ta .vdesc {
    font-size: 13.8px;
    line-height: 1.68;
    color: var(--lx2);
    margin-bottom: 20px;
  }

  /* ══ S08 QUALITY STANDARDS REDESIGN ══ */
  .ta .two-col {
    display: grid;
    grid-template-columns: 1fr 1fr;
  }

  .ta .tc-panel {
    padding: 130px 90px;
    display: flex;
    align-items: flex-start;
  }

  .ta .tc-inner {
    width: 100%;
    max-width: 560px;
  }

  .ta .two-col .tc-panel:first-child .tc-inner {
    margin-left: auto;
    margin-right: 0;
  }

  .ta .two-col .tc-panel:last-child .tc-inner {
    margin-left: 0;
    margin-right: auto;
  }

  .ta .qs-dark {
    background: var(--dk1);
    position: relative;
  }

  .ta .qs-dark::before {
    content: '';
    position: absolute;
    inset: 0;
    background: radial-gradient(circle at 0% 100%, rgba(167, 13, 42, 0.08) 0%, transparent 68%);
    pointer-events: none;
  }

  .ta .qs-red {
    background: var(--red-d);
    position: relative;
    overflow: hidden;
  }

  .ta .qs-red::before {
    content: '';
    position: absolute;
    inset: 0;
    background: radial-gradient(circle at 100% 0%, rgba(167, 13, 42, 0.35) 0%, transparent 68%);
    pointer-events: none;
  }

  .ta .qs-red .tc-inner {
    position: relative;
    z-index: 1;
  }

  .ta .qs-red h2 em {
    color: #ffffff;
  }

  .ta .qs-dark .qrow {
    display: flex;
    justify-content: space-between;
    align-items: center;
    gap: 12px;
    background: rgba(255, 255, 255, 0.02);
    border: 1px solid rgba(255, 255, 255, 0.06);
    border-radius: var(--r10);
    padding: 16px 22px;
    transition: all 0.3s var(--ease);
  }

  .ta .qs-dark .qrow:hover {
    background: rgba(255, 255, 255, 0.05);
    border-color: rgba(167, 13, 42, 0.35);
    transform: translateX(6px);
    box-shadow: 0 10px 24px rgba(0, 0, 0, 0.25);
  }

  .ta .qs-dark .qn {
    font-size: 13.8px;
    font-weight: 650;
    color: var(--dx1);
  }

  .ta .qs-dark .qb {
    font-size: 10px;
    font-weight: 850;
    text-transform: uppercase;
    letter-spacing: 0.1em;
    background: rgba(255, 255, 255, 0.06);
    border-color: var(--bd2);
    color: var(--dx3);
    flex-shrink: 0;
    white-space: nowrap;
  }

  .ta .qs-dark h2 {
    color: var(--dx1);
  }

  .ta .qs-dark h2 em {
    color: var(--red-l);
  }

  .ta .qs-dark .lead {
    color: var(--dx2);
  }

  .ta .qs-dark .eyp {
    background: rgba(8, 4, 12, 0.75);
    border-color: var(--bd2);
  }

  .ta .qs-dark .eyp strong {
    color: #fff;
  }

  .ta .qs-dark .el {
    background: var(--red);
  }

  .ta .qs-red .tc-inner {
    max-width: 760px;
  }

  .ta .qsteps {
    display: grid;
    grid-template-columns: repeat(2, 1fr);
    gap: 20px;
    width: 100%;
  }

  .ta .vstep {
    background: rgba(255, 255, 255, 0.03);
    border: 1px solid rgba(255, 255, 255, 0.08);
    border-radius: var(--r14);
    padding: 24px;
    display: flex;
    flex-direction: column;
    align-items: flex-start;
    gap: 12px;
    transition: transform 0.35s var(--spring), border-color 0.3s, background 0.3s, box-shadow 0.3s;
  }

  .ta .vstep:hover {
    transform: translateY(-4px);
    border-color: rgba(255, 255, 255, 0.22);
    background: rgba(255, 255, 255, 0.07);
    box-shadow: 0 16px 36px rgba(0, 0, 0, 0.3);
  }

  .ta .vstep-nb {
    width: 30px;
    height: 30px;
    border-radius: 50%;
    background: rgba(255, 255, 255, 0.14);
    border: 1px solid rgba(255, 255, 255, 0.1);
    color: #fff;
    display: flex;
    align-items: center;
    justify-content: center;
    font-size: 11.5px;
    font-weight: 850;
    flex-shrink: 0;
  }

  .ta .vstep h4 {
    font-size: 15px;
    font-weight: 800;
    color: #fff;
    margin: 0;
    line-height: 1.35;
    letter-spacing: -0.01em;
  }

  .ta .vstep p {
    font-size: 12.5px;
    line-height: 1.62;
    color: rgba(255, 255, 255, 0.82);
    margin: 0;
  }

  /* ══ S09 TECH STACK REDESIGN ══ */
  .ta #stack {
    background: linear-gradient(135deg, #cccccc 0%, #b2b2b2 100%) !important;
    color: var(--lx2) !important;
  }

  .ta #stack h2 {
    color: var(--lx1) !important;
  }

  .ta #stack .mu {
    color: var(--lx3) !important;
  }

  .ta #stack .eyp {
    background: rgba(255, 255, 255, 0.75) !important;
    border-color: rgba(0, 0, 0, 0.08) !important;
    color: var(--lx2) !important;
    box-shadow: 0 4px 16px rgba(0, 0, 0, 0.03) !important;
  }

  .ta #stack .eyp strong {
    color: var(--red) !important;
  }

  .ta #stack .el {
    background: var(--red) !important;
  }

  .ta .stack16 {
    display: grid;
    grid-template-columns: repeat(4, 1fr);
    gap: 20px;
  }

  .ta .stki {
    background: rgba(255, 255, 255, 0.6) !important;
    border: 1px solid rgba(0, 0, 0, 0.08) !important;
    border-radius: var(--r14);
    padding: 28px 22px;
    text-align: center;
    transition: all 0.35s var(--ease);
    backdrop-filter: blur(20px) !important;
    -webkit-backdrop-filter: blur(20px) !important;
    position: relative;
    box-shadow: 0 8px 30px rgba(0, 0, 0, 0.03) !important;
  }

  .ta .stki::before {
    content: '';
    position: absolute;
    inset: 0;
    padding: 1px;
    background: linear-gradient(135deg, rgba(255, 255, 255, 0.4), transparent, rgba(0, 0, 0, 0.03));
    border-radius: var(--r14);
    -webkit-mask: linear-gradient(#fff 0 0) content-box, linear-gradient(#fff 0 0);
    mask: linear-gradient(#fff 0 0) content-box, linear-gradient(#fff 0 0);
    -webkit-mask-composite: xor;
    mask-composite: exclude;
    pointer-events: none;
  }

  .ta .stki:hover {
    transform: translateY(-6px);
    border-color: var(--red) !important;
    background: rgba(255, 255, 255, 0.9) !important;
    box-shadow: 0 20px 40px rgba(167, 13, 42, 0.12) !important;
  }

  .ta .stlogo {
    width: 50px;
    height: 50px;
    border-radius: var(--r10);
    border: 1px solid rgba(0, 0, 0, 0.1) !important;
    display: flex;
    align-items: center;
    justify-content: center;
    margin: 0 auto 16px;
    font-size: 14px;
    font-weight: 850;
    background: rgba(0, 0, 0, 0.04) !important;
    color: var(--red) !important;
    transition: transform 0.3s var(--spring);
  }

  .ta .stki:hover .stlogo {
    transform: scale(1.1) rotate(4deg);
    background: rgba(0, 0, 0, 0.08) !important;
    border-color: var(--red) !important;
  }

  .ta .stname {
    font-size: 14px;
    font-weight: 800;
    color: var(--lx1) !important;
    margin-bottom: 6px;
    letter-spacing: -0.01em;
  }

  .ta .stdesc {
    font-size: 11px;
    line-height: 1.5;
    color: var(--lx3) !important;
    font-weight: 500;
  }

  /* ══ S10 PROCESS REDESIGN ══ */
  .ta #process {
    background: #000000 !important;
    color: #fff !important;
    position: relative;
    overflow: hidden;
    padding: 120px 0;
  }

  .ta #process h2 {
    color: #fff !important;
  }

  .ta #process h2 em {
    color: var(--red) !important;
    font-style: normal;
  }

  .ta #process p,
  .ta #process .body,
  .ta #process .lead {
    color: rgba(255, 255, 255, 0.82) !important;
  }

  .ta #process .pill .eyp {
    background: rgba(255, 255, 255, 0.08);
    border-color: rgba(255, 255, 255, 0.14);
  }

  .ta #process .pill .eyp strong {
    color: var(--red-l);
  }

  .ta-process-wrapper {
    margin-top: 80px;
    position: relative;
  }

  .ta-process-grid {
    display: grid;
    grid-template-columns: repeat(5, 1fr);
    gap: 20px;
    position: relative;
  }

  .ta-process-step {
    position: relative;
    height: 380px;
    display: flex;
    flex-direction: column;
    justify-content: center;
    align-items: center;
  }

  .ta-process-card {
    width: 200px;
    height: 220px;
    background: rgba(255, 255, 255, 0.02);
    border: 1px solid rgba(255, 255, 255, 0.06);
    border-radius: 18px;
    padding: 24px 18px;
    text-align: center;
    display: flex;
    flex-direction: column;
    align-items: center;
    justify-content: center;
    backdrop-filter: blur(12px);
    -webkit-backdrop-filter: blur(12px);
    box-shadow: 0 15px 35px rgba(0, 0, 0, 0.3);
    transition: all 0.4s var(--ease);
    position: relative;
    z-index: 5;
  }

  .ta-process-card:hover {
    transform: translateY(-8px);
    background: rgba(255, 255, 255, 0.06);
    border-color: rgba(255, 255, 255, 0.18);
    box-shadow: 0 25px 50px rgba(0, 0, 0, 0.45);
  }

  .ta-process-icon-wrap {
    width: 48px;
    height: 48px;
    border-radius: 50%;
    background: rgba(255, 255, 255, 0.08) !important;
    border: 1.5px solid rgba(255, 255, 255, 0.2) !important;
    display: flex;
    align-items: center;
    justify-content: center;
    margin-bottom: 14px;
    transition: all 0.3s var(--ease);
  }

  .ta-process-card:hover .ta-process-icon-wrap {
    transform: scale(1.08);
    background: #fff !important;
    border-color: #fff !important;
  }

  .ta-process-card:hover .ta-process-icon-wrap svg {
    stroke: #000000 !important;
    fill: none;
  }

  .ta-process-icon-wrap svg {
    width: 22px;
    height: 22px;
    stroke: #ffffff !important;
    stroke-width: 2;
    stroke-linecap: round;
    stroke-linejoin: round;
    fill: none;
    transition: all 0.3s var(--ease);
  }

  .ta-process-card h3 {
    font-size: 17.5px !important;
    font-weight: 800 !important;
    color: #ffffff !important;
    margin-bottom: 8px !important;
    letter-spacing: -0.01em !important;
  }

  .ta-process-card p {
    font-size: 12.8px !important;
    line-height: 1.62 !important;
    color: rgba(255, 255, 255, 0.78) !important;
    font-weight: 500 !important;
    margin: 0 !important;
  }

  .ta-step-label {
    position: absolute;
    left: 50%;
    transform: translateX(-50%);
    text-align: center;
    z-index: 10;
    pointer-events: none;
  }

  .ta-step-label.top {
    top: 15px;
  }

  .ta-step-label.bottom {
    bottom: 15px;
  }

  .ta-step-label span {
    display: block;
    font-size: 10px;
    font-weight: 800;
    text-transform: uppercase;
    letter-spacing: 0.12em;
    white-space: nowrap;
  }

  .ta-step-label.top span {
    margin-bottom: 8px;
  }

  .ta-step-label.bottom span {
    margin-top: 8px;
  }

  .ta-step-dot {
    width: 10px;
    height: 10px;
    border-radius: 50%;
    margin: 0 auto;
  }

  .ta-proc-svg {
    position: absolute;
    top: 0;
    left: 0;
    width: 100%;
    height: 100%;
    overflow: visible;
    pointer-events: none;
    z-index: 2;
  }

  .ta .tpills {
    display: flex;
    gap: 16px;
    justify-content: center;
    flex-wrap: wrap;
    margin-top: 56px;
  }

  .ta .tpill {
    padding: 18px 28px;
    border-radius: var(--r14);
    text-align: center;
    background: rgba(255, 255, 255, 0.02);
    border: 1px solid rgba(255, 255, 255, 0.08);
    transition: all 0.35s var(--spring);
    box-shadow: 0 2px 10px rgba(0, 0, 0, 0.01);
  }

  .ta .tpill:hover {
    transform: translateY(-4px);
    box-shadow: 0 16px 36px rgba(0, 0, 0, 0.3);
    border-color: rgba(167, 13, 42, 0.5);
    background: rgba(255, 255, 255, 0.04);
  }

  .ta .tpill strong {
    display: block;
    font-size: 24px;
    font-weight: 800;
    color: #fff;
    letter-spacing: -0.03em;
    line-height: 1.1;
    background: linear-gradient(135deg, #fff 0%, rgba(255, 255, 255, 0.7) 100%);
    -webkit-background-clip: text;
    -webkit-text-fill-color: transparent;
    background-clip: text;
  }

  .ta .tpill span {
    display: block;
    font-size: 11.5px;
    color: rgba(255, 255, 255, 0.6);
    text-transform: uppercase;
    letter-spacing: 0.08em;
    margin-top: 6px;
    font-weight: 700;
  }

  @media (max-width: 991px) {
    .ta-process-grid {
      grid-template-columns: 1fr;
      gap: 40px;
      justify-items: center;
    }

    .ta-process-grid::before {
      content: '';
      position: absolute;
      top: 40px;
      bottom: 40px;
      left: 50%;
      transform: translateX(-50%);
      width: 3px;
      background: linear-gradient(to bottom, #a70d2a, #990000, #a70d2a, #990000, #a70d2a);
      z-index: 1;
    }

    .ta-process-step {
      height: auto;
      width: 100%;
      max-width: 320px;
      flex-direction: column;
      align-items: center;
      padding: 0;
    }

    .ta-process-card {
      width: 100%;
      height: auto;
      min-height: 200px;
      padding: 30px 24px;
    }

    .ta-step-label {
      position: relative !important;
      top: auto !important;
      bottom: auto !important;
      left: auto !important;
      transform: none !important;
      margin-bottom: 12px;
    }

    .ta-step-label.bottom {
      display: flex;
      flex-direction: column-reverse;
      align-items: center;
    }

    .ta-step-label.top {
      display: flex;
      flex-direction: column;
      align-items: center;
    }

    .ta-step-dot {
      margin: 6px auto !important;
      width: 12px;
      height: 12px;
      box-shadow: 0 0 10px currentColor;
    }

    .ta-proc-svg {
      display: none;
    }
  }

  /* ══ S11 PRICING REDESIGN ══ */
  .ta .pcrd {
    background: var(--l0);
    border: 1px solid var(--bl2);
    border-radius: var(--r20);
    padding: 44px 34px;
    position: relative;
    transition: all 0.4s var(--spring);
    overflow: hidden;
    box-shadow: 0 4px 16px rgba(12, 7, 22, 0.02);
  }

  .ta .pcrd::before {
    content: '';
    position: absolute;
    top: 0;
    left: 0;
    right: 0;
    height: 5px;
    background: var(--rg);
    opacity: 0;
    transition: opacity 0.3s var(--ease);
  }

  .ta .pcrd:hover {
    transform: translateY(-8px);
    box-shadow: 0 24px 50px rgba(12, 7, 22, 0.06), 0 10px 24px rgba(167, 13, 42, 0.05);
    border-color: rgba(167, 13, 42, 0.3);
  }

  .ta .pcrd:hover::before {
    opacity: 1;
  }

  .ta .pcrd.hot {
    border-color: var(--red);
    box-shadow: 0 16px 40px rgba(167, 13, 42, 0.08);
    background: var(--l1);
  }

  .ta .pcrd.hot::before {
    opacity: 1;
  }

  .ta .ptag {
    position: absolute;
    top: -1px;
    left: 50%;
    transform: translateX(-50%);
    background: var(--red);
    color: #fff;
    font-size: 10px;
    font-weight: 850;
    text-transform: uppercase;
    letter-spacing: 0.1em;
    padding: 5px 18px;
    border-radius: 0 0 8px 8px;
    white-space: nowrap;
    box-shadow: 0 2px 8px rgba(167, 13, 42, 0.25);
  }

  .ta .pname {
    font-size: 19px;
    font-weight: 800;
    color: var(--lx1);
    margin-bottom: 14px;
    letter-spacing: -0.02em;
  }

  .ta .pamt {
    font-size: 40px;
    font-weight: 850;
    line-height: 1;
    margin-bottom: 10px;
    letter-spacing: -0.04em;
    color: var(--red-d);
    background: linear-gradient(135deg, var(--red-d) 0%, var(--red) 100%);
    -webkit-background-clip: text;
    -webkit-text-fill-color: transparent;
    background-clip: text;
  }

  .ta .pnote {
    font-size: 12.8px;
    color: var(--lx3);
    margin-bottom: 26px;
    font-weight: 600;
  }

  .ta .pcrd ul {
    display: flex;
    flex-direction: column;
    gap: 11px;
    margin-bottom: 32px;
  }

  .ta .pcrd li {
    position: relative;
    padding-left: 26px;
    font-size: 13.8px;
    line-height: 1.6;
    color: var(--lx2);
    font-weight: 550;
  }

  .ta .pcrd li::before {
    content: '✓';
    position: absolute;
    left: 0;
    font-weight: 900;
    color: var(--green);
    font-size: 12px;
    display: inline-flex;
    align-items: center;
    justify-content: center;
    width: 18px;
    height: 18px;
    background: rgba(0, 230, 118, 0.08);
    border-radius: 50%;
    margin-top: 2px;
  }

  /* ══ S12 CASE STUDY REDESIGN ══ */
  .ta .cs-dark {
    background: var(--dk1);
    position: relative;
  }

  .ta .cs-dark::before {
    content: '';
    position: absolute;
    inset: 0;
    background: radial-gradient(circle at 0% 100%, rgba(167, 13, 42, 0.08) 0%, transparent 68%);
    pointer-events: none;
  }

  .ta .cs-dark .tc-inner {
    position: relative;
    z-index: 1;
  }

  .ta .cs-dark h2 {
    color: var(--dx1);
  }

  .ta .cs-dark h2 em {
    color: var(--red-l);
  }

  .ta .cs-dark .body {
    color: var(--dx2);
  }

  .ta .cs-dark .eyp {
    background: rgba(8, 4, 12, 0.75);
    border-color: var(--bd2);
  }

  .ta .cs-dark .eyp strong {
    color: #fff;
  }

  .ta .cs-dark .el {
    background: var(--red);
  }

  .ta .cs-dark .cst {
    color: var(--dx1);
  }

  .ta .cs-dark .csb {
    color: var(--dx2);
  }

  .ta .cs-dark .csr {
    border-color: var(--bd);
  }

  .ta .cs-dark .csn {
    background: var(--ra);
    color: var(--red-l);
    border-color: var(--rb);
  }

  .ta .cs-dark .rbar .rpill {
    background: rgba(255, 255, 255, 0.03);
    border-color: var(--bd);
  }

  .ta .cs-dark .rbar .rpill strong {
    color: var(--red-l);
  }

  .ta .cs-dark .rbar .rpill span {
    color: var(--dx3);
  }

  .ta .cs-dark .btn-g {
    border-color: var(--bd3);
    color: var(--dx1) !important;
  }

  .ta .csr {
    display: flex;
    gap: 20px;
    align-items: flex-start;
    padding: 22px 0;
    border-bottom: 1px solid var(--bd);
  }

  .ta .csr:last-child {
    border-bottom: none;
    padding-bottom: 0;
  }

  .ta .csn {
    width: 40px;
    height: 40px;
    border-radius: var(--r10);
    display: flex;
    align-items: center;
    justify-content: center;
    font-size: 13.5px;
    font-weight: 850;
    flex-shrink: 0;
    background: var(--ra);
    color: var(--red-l);
    border: 1px solid var(--rb);
    transition: transform 0.3s;
  }

  .ta .csr:hover .csn {
    transform: scale(1.08) rotate(3deg);
  }

  .ta .cst {
    font-size: 16px;
    font-weight: 800;
    margin-bottom: 8px;
    color: var(--dx1);
    letter-spacing: -0.01em;
  }

  .ta .csb {
    font-size: 13.8px;
    line-height: 1.7;
    color: var(--dx2);
  }

  .ta .rbar {
    display: flex;
    gap: 14px;
    flex-wrap: wrap;
    margin-top: 26px;
  }

  .ta .rpill {
    padding: 16px 20px;
    border-radius: var(--r10);
    text-align: center;
    background: rgba(255, 255, 255, 0.03);
    border: 1px solid var(--bd);
    transition: all 0.28s var(--ease);
  }

  .ta .rpill:hover {
    border-color: rgba(167, 13, 42, 0.4);
    background: rgba(167, 13, 42, 0.08);
    transform: translateY(-3px);
    box-shadow: 0 8px 20px rgba(167, 13, 42, 0.12);
  }

  .ta .rpill strong {
    display: block;
    font-size: 24px;
    font-weight: 800;
    color: var(--red-l);
    letter-spacing: -0.03em;
    line-height: 1.1;
  }

  .ta .rpill span {
    display: block;
    font-size: 11px;
    color: var(--dx3);
    margin-top: 4px;
    font-weight: 700;
    text-transform: uppercase;
    letter-spacing: 0.08em;
  }

  .ta .cs-dark .btn-g:hover {
    border-color: var(--red);
    background: var(--ra);
  }

  /* Left-right symmetry card boxes */
  .ta .cs-grey .testi {
    background: var(--l0);
    border-color: var(--bl2);
    box-shadow: 0 8px 30px rgba(12, 7, 22, 0.03);
    border-radius: var(--r20);
    padding: 36px;
    border: 1px solid var(--bl2);
  }

  .ta .cs-grey .tlbl {
    color: var(--red);
    font-size: 11px;
    font-weight: 850;
    text-transform: uppercase;
    letter-spacing: 0.14em;
    margin-bottom: 16px;
    display: block;
  }

  .ta .cs-grey .tq {
    color: var(--lx1);
    font-size: 16px;
    font-weight: 550;
    line-height: 1.76;
    font-style: italic;
    letter-spacing: -0.01em;
  }

  .ta .cs-grey .tau {
    border-color: var(--bl2);
    padding-top: 20px;
    margin-top: 20px;
    display: flex;
    align-items: center;
    gap: 14px;
    border-top: 1px solid var(--bl2);
  }

  .ta .cs-grey .tav {
    width: 44px;
    height: 44px;
    border-radius: 50%;
    background: var(--ra);
    border: 1px solid var(--rb);
    display: flex;
    align-items: center;
    justify-content: center;
    font-size: 14px;
    font-weight: 850;
    color: var(--red);
  }

  .ta .cs-grey .tnm {
    color: var(--lx1);
    font-weight: 850;
    font-size: 15px;
  }

  .ta .cs-grey .trl {
    color: var(--lx3);
    font-size: 12.8px;
    margin-top: 2px;
    font-weight: 550;
  }

  .ta .cs-grey .tvfy {
    margin-top: 20px;
    padding: 14px 18px;
    background: var(--l1);
    border-radius: var(--r10);
    font-size: 13.8px;
    font-weight: 700;
    border: 1px solid var(--bl2);
  }

  .ta .cs-grey .proj-brief {
    background: var(--l0);
    border-color: var(--bl2);
    box-shadow: 0 8px 30px rgba(12, 7, 22, 0.03);
    border-radius: var(--r20);
    padding: 26px 30px;
    border: 1px solid var(--bl2);
  }

  .ta .cs-grey .pb-title {
    color: var(--red);
    font-size: 11px;
    font-weight: 850;
    text-transform: uppercase;
    letter-spacing: 0.14em;
    margin-bottom: 16px;
  }

  .ta .cs-grey .pb-row {
    border-color: var(--bl2);
    display: flex;
    align-items: center;
    justify-content: space-between;
    padding: 10px 0;
    border-bottom: 1px solid var(--bl2);
  }

  .ta .cs-grey .pb-row:last-child {
    border-bottom: none;
  }

  .ta .cs-grey .pb-label {
    color: var(--lx3);
    font-weight: 600;
    font-size: 13.5px;
  }

  .ta .cs-grey .pb-val {
    color: var(--lx1);
    font-weight: 700;
    font-size: 13.5px;
  }

  .ta .cs-grey .pm-item {
    background: var(--l0);
    border-color: var(--bl2);
    box-shadow: 0 4px 16px rgba(0, 0, 0, 0.02);
    border-radius: var(--r12);
    padding: 16px;
    border: 1px solid var(--bl2);
  }

  .ta .cs-grey .pm-num {
    color: var(--red-d);
    font-size: 24px;
    font-weight: 850;
    letter-spacing: -0.02em;
    background: linear-gradient(135deg, var(--red-d) 0%, var(--red) 100%);
    -webkit-background-clip: text;
    -webkit-text-fill-color: transparent;
    background-clip: text;
  }

  .ta .cs-grey .pm-lbl {
    color: var(--lx3);
    font-weight: 700;
    font-size: 10.5px;
    margin-top: 4px;
    text-transform: uppercase;
    letter-spacing: 0.08em;
  }

  /* ══ S13 REVIEWS REDESIGN ══ */
  .ta .rev-card {
    background: rgba(255, 255, 255, 0.02);
    border: 1px solid rgba(255, 255, 255, 0.06);
    border-radius: var(--r20);
    padding: 34px;
    transition: all 0.35s var(--ease);
    box-shadow: 0 8px 30px rgba(0, 0, 0, 0.25);
    backdrop-filter: blur(12px);
    -webkit-backdrop-filter: blur(12px);
  }

  .ta .rev-card:hover {
    background: rgba(255, 255, 255, 0.05);
    border-color: rgba(167, 13, 42, 0.35);
    transform: translateY(-8px);
    box-shadow: 0 30px 60px rgba(167, 13, 42, 0.12), 0 10px 30px rgba(0, 0, 0, 0.45);
  }

  .ta .rev-stars {
    color: #ffd700;
    font-size: 16px;
    letter-spacing: 2px;
    margin-bottom: 14px;
    text-shadow: 0 0 10px rgba(255, 215, 0, 0.3);
  }

  .ta .rev-source {
    color: var(--dx3);
    font-size: 11.5px;
    font-weight: 750;
    text-transform: uppercase;
    letter-spacing: 0.1em;
    margin-bottom: 16px;
  }

  .ta .rev-quote {
    color: var(--dx2);
    font-size: 15px;
    line-height: 1.76;
    font-style: italic;
    font-weight: 500;
  }

  .ta .rev-author {
    display: flex;
    align-items: center;
    gap: 16px;
    padding-top: 20px;
    margin-top: 20px;
    border-top: 1px solid rgba(255, 255, 255, 0.06);
  }

  .ta .rev-av {
    width: 42px;
    height: 42px;
    border-radius: 50%;
    background: rgba(255, 255, 255, 0.08);
    border: 1px solid rgba(255, 255, 255, 0.12);
    display: flex;
    align-items: center;
    justify-content: center;
    font-size: 14px;
    font-weight: 850;
    color: #fff;
  }

  .ta .rev-name {
    color: #fff;
    font-weight: 800;
    font-size: 14.5px;
  }

  .ta .rev-role {
    color: var(--dx3);
    font-size: 12.5px;
    margin-top: 2px;
    font-weight: 500;
  }

  .ta .rev-tag {
    font-size: 11px;
    color: var(--red-l);
    font-weight: 750;
    margin-top: 16px;
    text-transform: uppercase;
    letter-spacing: 0.06em;
  }

  .ta .sR .rev-card {
    background: rgba(255, 255, 255, 0.05);
    border-color: rgba(255, 255, 255, 0.1);
  }

  .ta .sR .rev-card:hover {
    background: rgba(255, 255, 255, 0.1);
    border-color: rgba(255, 255, 255, 0.25);
  }

  .ta .sR .rev-stars {
    color: #ffe644;
  }

  .ta .sR .rev-source {
    color: rgba(255, 255, 255, 0.7);
  }

  .ta .sR .rev-quote {
    color: #fff;
  }

  .ta .sR .rev-author {
    border-color: rgba(255, 255, 255, 0.14);
  }

  .ta .sR .rev-av {
    background: rgba(255, 255, 255, 0.15);
    border-color: rgba(255, 255, 255, 0.24);
  }

  .ta .sR .rev-role {
    color: rgba(255, 255, 255, 0.65);
  }

  .ta .sR .rev-tag {
    color: #ffe644;
  }

  .ta .rev-summary {
    display: flex;
    align-items: center;
    gap: 32px;
    flex-wrap: wrap;
    background: var(--l0);
    border: 1px solid var(--bl2);
    border-radius: var(--r14);
    padding: 24px 36px;
    box-shadow: 0 8px 24px rgba(12, 7, 22, 0.02);
  }

  .ta .rev-sum-item {
    display: flex;
    flex-direction: column;
  }

  .ta .rev-sum-item strong {
    font-size: 24px;
    font-weight: 850;
    color: var(--red-d);
    letter-spacing: -0.02em;
    line-height: 1.1;
    background: linear-gradient(135deg, var(--red-d) 0%, var(--red) 100%);
    -webkit-background-clip: text;
    -webkit-text-fill-color: transparent;
    background-clip: text;
  }

  .ta .rev-sum-item span {
    font-size: 11.5px;
    color: var(--lx3);
    text-transform: uppercase;
    letter-spacing: 0.08em;
    margin-top: 5px;
    font-weight: 700;
  }

  .ta .rev-sum-sep {
    width: 1px;
    height: 42px;
    background: var(--bl2);
    flex-shrink: 0;
  }

  /* ══ S14 RELATED SERVICES REDESIGN ══ */
  .ta .rcrd {
    display: flex;
    align-items: center;
    gap: 18px;
    background: var(--l0);
    border: 1px solid var(--bl2);
    border-radius: var(--r14);
    padding: 22px 24px;
    transition: all 0.35s var(--spring);
    text-decoration: none !important;
    box-shadow: 0 4px 16px rgba(12, 7, 22, 0.02);
  }

  .ta .rcrd:hover {
    transform: translateX(6px);
    border-color: rgba(167, 13, 42, 0.35);
    box-shadow: 0 16px 36px rgba(167, 13, 42, 0.08);
  }

  .ta .rict {
    width: 44px;
    height: 44px;
    border-radius: var(--r10);
    display: flex;
    align-items: center;
    justify-content: center;
    background: var(--ra);
    border: 1px solid var(--rb);
    flex-shrink: 0;
    transition: transform 0.3s var(--spring);
  }

  .ta .rcrd:hover .rict {
    transform: scale(1.1) rotate(4deg);
    background: rgba(167, 13, 42, 0.1);
  }

  .ta .rict svg {
    width: 20px;
    height: 20px;
    color: var(--red);
  }

  .ta .rcat {
    font-size: 10px;
    font-weight: 850;
    text-transform: uppercase;
    letter-spacing: 0.1em;
    color: var(--lx3);
    margin-bottom: 5px;
  }

  .ta .rtit {
    font-size: 15px;
    font-weight: 800;
    color: var(--lx1);
    letter-spacing: -0.01em;
  }

  /* ══ S15 FAQ REDESIGN ══ */
  .ta .fitem {
    background: var(--l0);
    border: 1px solid var(--bl2);
    border-radius: var(--r14);
    overflow: hidden;
    transition: border-color 0.3s var(--ease), box-shadow 0.3s var(--ease);
    box-shadow: 0 4px 16px rgba(0, 0, 0, 0.01);
  }

  .ta .fitem:hover {
    border-color: rgba(167, 13, 42, 0.28);
    box-shadow: 0 12px 28px rgba(12, 7, 22, 0.05);
  }

  .ta .fq {
    font-size: 16px;
    font-weight: 800;
    line-height: 1.35;
    color: var(--lx1);
    padding: 24px 28px 0;
    letter-spacing: -0.02em;
  }

  .ta .faq-a {
    font-size: 14px;
    line-height: 1.74;
    color: var(--lx2);
    padding: 12px 28px 24px;
    font-weight: 500;
  }

  /* ══ S16 CTA BANNER REDESIGN ══ */
  .ta .ctawrap {
    display: flex;
    align-items: center;
    justify-content: space-between;
    gap: 64px;
    flex-wrap: wrap;
  }

  .ta .ctal {
    flex: 1;
    min-width: 280px;
  }

  .ta .ctar {
    display: flex;
    flex-direction: column;
    gap: 14px;
    flex-shrink: 0;
    min-width: 260px;
  }

  .ta .ctapr {
    display: flex;
    gap: 36px;
    margin-top: 32px;
    flex-wrap: wrap;
  }

  .ta .ctapr strong {
    display: block;
    font-size: 28px;
    font-weight: 850;
    color: var(--red-d);
    letter-spacing: -0.03em;
    line-height: 1.1;
    background: linear-gradient(135deg, var(--red-d) 0%, var(--red) 100%);
    -webkit-background-clip: text;
    -webkit-text-fill-color: transparent;
    background-clip: text;
  }

  .ta .ctapr span {
    display: block;
    font-size: 11.5px;
    color: var(--lx3);
    text-transform: uppercase;
    letter-spacing: 0.08em;
    margin-top: 6px;
    font-weight: 700;
  }

  .ta .ctanote {
    font-size: 12.8px;
    color: var(--lx3);
    text-align: center;
    font-weight: 600;
  }

  /* Responsive adjustments */
  @media(max-width:1100px) {

    .ta .hi,
    .ta .sp5050a {
      grid-template-columns: 1fr;
    }

    .ta .hr {
      display: block;
      margin-top: 48px;
      width: 100%;
    }

    .ta .hl {
      padding-bottom: 0;
    }

    .ta .sp5050 {
      grid-template-columns: 1fr;
      gap: 56px;
    }

    .ta .g4 {
      grid-template-columns: 1fr 1fr;
    }

    .ta .g5 {
      grid-template-columns: 1fr 1fr 1fr;
      gap: 30px;
    }

    .ta .procl {
      display: none;
    }

    .ta .ctawrap {
      flex-direction: column;
      align-items: flex-start;
      gap: 40px;
    }

    .ta .ctar {
      width: 100%;
    }

    .ta .hsr {
      flex-wrap: wrap;
      justify-content: center;
      gap: 20px 24px;
    }

    .ta .hsep {
      display: none;
    }

    .ta .tbrow {
      display: grid;
      grid-template-columns: repeat(3, 1fr);
      gap: 24px 32px;
      justify-items: center;
    }

    .ta .tsep {
      display: none;
    }
  }

  @media(max-width:900px) {
    .ta .stack16 {
      grid-template-columns: repeat(3, 1fr);
    }

    .ta .approach-cards {
      grid-template-columns: 1fr 1fr 1fr;
    }

    .ta .proj-metrics {
      grid-template-columns: 1fr 1fr 1fr;
    }

    .ta .two-col {
      grid-template-columns: 1fr;
    }

    .ta .tc-panel {
      padding: 68px 32px;
    }

    .ta .tc-panel .tc-inner {
      max-width: none;
      margin: 0;
    }

    .ta .qsteps {
      grid-template-columns: 1fr;
      gap: 16px;
    }
  }

  @media(max-width:768px) {
    .ta .W {
      padding: 0 24px;
    }

    .ta .S {
      padding: 80px 0;
    }

    .ta .hero {
      padding-bottom: 80px;
    }

    .ta h2 {
      font-size: 28px;
      letter-spacing: 0;
      line-height: 1.16;
    }

    .ta h3 {
      font-size: 18px;
      letter-spacing: 0;
    }

    .ta .lead {
      font-size: 16px;
      line-height: 1.7;
    }

    .ta .body {
      font-size: 14.5px;
      line-height: 1.72;
    }

    .ta .hh1 {
      font-size: 38px;
      line-height: 1.35;
      letter-spacing: 0;
    }

    .ta .sh {
      display: block;
      margin-bottom: 34px;
    }

    .ta .pill {
      margin-bottom: 20px;
    }

    .ta .eyp {
      max-width: 100%;
      white-space: normal;
      line-height: 1.35;
    }

    .ta .cbody {
      white-space: pre-wrap;
      overflow-wrap: anywhere;
      font-size: 11.5px;
      line-height: 1.75;
      padding: 20px 18px;
    }

    .ta .revl,
    .ta .revr {
      transform: none;
    }

    /* Symmetrical 1-column layouts for 3-card blocks (Services, Pricing, Reviews, Related) */
    .ta .g3 {
      grid-template-columns: 1fr;
      max-width: 600px;
      margin-left: auto;
      margin-right: auto;
      gap: 24px;
    }

    .ta .g2 {
      grid-template-columns: 1fr;
    }

    .ta .g4,
    .ta .g5 {
      grid-template-columns: 1fr 1fr;
      gap: 16px;
    }

    .ta .hsr {
      display: grid;
      grid-template-columns: 1fr 1fr;
      gap: 12px;
    }

    .ta .hsi {
      width: 100%;
      min-height: 92px;
      padding: 16px;
      border: 1px solid var(--bl2);
      border-radius: var(--r14);
      background: var(--l0);
      box-shadow: 0 6px 18px rgba(12, 7, 22, 0.04);
    }

    .ta .hsi strong {
      font-size: 18px;
      line-height: 1.2;
    }

    .ta .hsi span {
      font-size: 10px;
      line-height: 1.35;
    }

    .ta .hsep,
    .ta .tsep {
      display: none;
    }

    .ta .sgrid {
      grid-template-columns: 1fr 1fr;
      gap: 14px;
    }

    .ta .scard {
      padding: 22px 18px;
    }

    .ta .sn {
      font-size: 30px;
    }

    .ta .sl {
      font-size: 12.5px;
    }

    .ta .tech-adv {
      padding: 22px 18px;
    }

    .ta .fadv-row {
      align-items: flex-start;
      gap: 6px;
    }

    .ta .fadv-label,
    .ta .fadv-val {
      line-height: 1.45;
    }

    /* Trust Bar: Transform into vertical list of horizontal rows matching Miracuves.com mobile layout */
    .ta .tbrow {
      grid-template-columns: 1fr;
      gap: 12px;
      justify-items: stretch;
      max-width: 600px;
      margin: 0 auto;
    }

    .ta .titem {
      display: flex !important;
      flex-direction: row !important;
      align-items: center !important;
      gap: 16px !important;
      background: rgba(255, 255, 255, 0.02) !important;
      border: 1px solid rgba(255, 255, 255, 0.06) !important;
      border-radius: var(--r14) !important;
      padding: 16px 20px !important;
      width: 100% !important;
      text-align: left !important;
    }

    .ta .titem .ico {
      width: 40px !important;
      height: 40px !important;
      border-radius: 8px !important;
      flex-shrink: 0 !important;
      background: rgba(167, 13, 42, 0.08) !important;
      border-color: rgba(167, 13, 42, 0.2) !important;
    }

    .ta .titem .ico svg {
      width: 18px !important;
      height: 18px !important;
      color: var(--red-l) !important;
    }

    .ta .titem h4 {
      font-size: 14.5px !important;
      color: #ffffff !important;
      font-weight: 700 !important;
      margin: 0 !important;
    }

    .ta .titem p {
      font-size: 12px !important;
      color: rgba(255, 255, 255, 0.6) !important;
      text-transform: none !important;
      letter-spacing: 0 !important;
      margin-top: 3px !important;
      font-weight: 500 !important;
    }

    .ta .approach-cards {
      grid-template-columns: 1fr 1fr;
    }

    .ta .cs-right {
      gap: 14px;
    }

    .ta .rev-summary {
      flex-direction: column;
      align-items: center;
      gap: 20px;
      padding: 24px;
      text-align: center;
    }

    .ta .rev-sum-sep {
      display: none;
    }

    /* Mobile card view for comparison table */
    .ta .ctw {
      overflow: visible;
      border: none;
      border-radius: 0;
      margin-top: 28px;
      box-shadow: none;
    }

    .ta .ct,
    .ta .ct thead,
    .ta .ct tbody,
    .ta .ct tr,
    .ta .ct th,
    .ta .ct td {
      display: block;
      width: 100%;
    }

    .ta .ct thead {
      display: none;
    }

    .ta .ct tbody {
      display: grid;
      gap: 16px;
    }

    .ta .ct tr {
      border: 1px solid var(--bd2);
      border-radius: var(--r14);
      overflow: hidden;
      background: rgba(255, 255, 255, 0.03);
      box-shadow: 0 16px 36px rgba(0, 0, 0, 0.22);
    }

    .ta .ct th,
    .ta .ct td {
      min-width: 0 !important;
      border: 0 !important;
      padding: 15px 18px;
    }

    .ta .ct td {
      border-top: 1px solid var(--bd) !important;
      font-size: 13.5px;
      line-height: 1.55;
    }

    .ta .ct td:first-child {
      border-top: 0 !important;
      background: rgba(255, 255, 255, 0.05);
      color: #fff !important;
      font-size: 15px;
      font-weight: 850 !important;
    }

    .ta .ct td:not(:first-child)::before {
      display: block;
      margin-bottom: 5px;
      font-size: 10px;
      font-weight: 850;
      line-height: 1.3;
      letter-spacing: 0.08em;
      text-transform: uppercase;
      color: rgba(255, 255, 255, 0.52);
    }

    .ta .ct td:nth-child(2)::before {
      content: 'AI - Miracuves Default';
      color: var(--red-l);
    }

    .ta .ct td:nth-child(3)::before {
      content: 'Off-the-Shelf API';
    }

    .ta .ct td:nth-child(4)::before {
      content: 'Native Swift / Kotlin';
    }

    .ta .ct .ch {
      border-left: 0 !important;
      border-right: 0 !important;
      background: rgba(167, 13, 42, 0.08) !important;
    }
  }

  @media(max-width:600px) {
    .ta .stack16 {
      grid-template-columns: repeat(2, 1fr);
    }

    .ta .tc-panel {
      padding: 48px 20px;
    }

    .ta .sgrid,
    .ta .g4,
    .ta .g5 {
      grid-template-columns: 1fr;
    }

    .ta .scard,
    .ta .scrd,
    .ta .vcrd,
    .ta .pcrd,
    .ta .rev-card,
    .ta .fitem {
      border-radius: var(--r14);
    }

    .ta .fadv-row {
      flex-direction: column;
      align-items: flex-start;
      padding: 13px 0;
    }

    .ta .fadv-val {
      font-size: 14px;
    }

    .ta .pb-row {
      flex-direction: column;
      align-items: flex-start;
      gap: 3px;
    }

    .ta .rbar {
      display: grid;
      grid-template-columns: 1fr 1fr;
      gap: 10px;
    }

    .ta .rpill {
      width: 100%;
      padding: 14px 12px;
    }
  }

  @media(max-width:480px) {
    .ta .W {
      padding: 0 16px;
    }

    .ta .S {
      padding: 60px 0;
    }

    .ta .hero {
      padding: 76px 0 100px;
    }

    .ta .hi {
      gap: 34px;
    }

    .ta .hr {
      margin-top: 34px;
    }

    .ta .hh1 {
      font-size: 34px;
      line-height: 1.4;
      letter-spacing: 0;
    }

    .ta .hh1 .h1s {
    display: block;
  }

  .ta .hh1 .dim {
      margin-top: 10px;
      font-size: 0.72em;
      letter-spacing: 0;
    }

    .ta .hdim {
      margin-top: 16px;
      font-size: 20px;
      letter-spacing: 0;
    }

    .ta .hh1 em {
      padding: 0;
      border-radius: 0;
    }

    .ta h2 {
      font-size: 25px;
      letter-spacing: 0;
    }

    .ta .lead {
      font-size: 15.5px;
    }

    .ta .htrust {
      gap: 8px;
      margin: 22px 0;
    }

    .ta .htr {
      width: 100%;
      justify-content: flex-start;
      border-radius: var(--r10);
    }

    .ta .hsr {
      grid-template-columns: 1fr;
    }

    .ta .hsi {
      min-height: 0;
      padding: 15px 16px;
    }

    .ta .hsch {
      padding: 18px 18px 14px;
      align-items: flex-start;
      flex-direction: column;
      gap: 4px;
    }

    /* Hero Stats Card: Rework into perfect 2x2 grid matching Miracuves.com mobile layout */
    .ta .hscg {
      grid-template-columns: 1fr 1fr;
      gap: 16px;
      padding: 24px 16px;
    }

    .ta .hsci {
      border: none !important;
      padding: 0 !important;
      text-align: center;
    }

    .ta .hscn {
      font-size: 26px !important;
      font-weight: 800 !important;
      color: #ffffff !important;
      -webkit-text-fill-color: #ffffff !important;
    }

    .ta .hscll {
      font-size: 9px !important;
      color: rgba(255, 255, 255, 0.6) !important;
      text-transform: uppercase !important;
      letter-spacing: 0.08em !important;
      font-weight: 700 !important;
      margin-top: 3px !important;
    }

    .ta .hshow {
      grid-template-columns: 1fr;
    }

    .ta .hstatus-grid {
      grid-template-columns: 1fr;
    }

    /* Force S02 Trust Bar cards to full width */
    .ta .tbrow {
      max-width: 100%;
    }

    .ta .approach-cards {
      grid-template-columns: 1fr;
    }

    .ta .stack16 {
      grid-template-columns: 1fr;
    }

    .ta .proj-metrics {
      grid-template-columns: 1fr;
      gap: 12px;
    }

    .ta .anote,
    .ta .hnote,
    .ta .wcall {
      padding: 18px 16px;
    }

    .ta .mrow {
      align-items: flex-start;
    }

    .ta .mrow span {
      min-width: 0;
    }

    .ta .ck {
      font-size: 13.8px;
      padding: 6px 0;
    }

    .ta .pcrd {
      padding: 32px 20px;
    }

    .ta .pamt {
      font-size: 34px;
    }

    .ta .vbody,
    .ta .sb,
    .ta .rev-card,
    .ta .cs-grey .testi,
    .ta .cs-grey .proj-brief {
      padding: 22px 18px;
    }

    .ta .fq {
      padding: 20px 18px 0;
      font-size: 15px;
    }

    .ta .faq-a {
      padding: 10px 18px 20px;
      font-size: 13.5px;
    }

    .ta .rbar {
      grid-template-columns: 1fr;
    }

    .ta .ctapr {
      display: grid;
      grid-template-columns: 1fr 1fr;
      gap: 14px;
      width: 100%;
    }

    .ta .ctar {
      min-width: 0;
    }

    .ta .ctar .btn {
      width: 100%;
      justify-content: center;
      white-space: normal;
      text-align: center;
    }

    /* Hero Button Stacking: full-width block buttons easy for thumbs */
    .ta .hctas {
      flex-direction: column;
      width: 100%;
    }

    .ta .hctas .btn {
      width: 100%;
      justify-content: center;
      padding: 18px 24px;
      font-size: 15px;
    }

    .ta .rcrd {
      width: 100%;
    }
  }

  /* mcv-btnfix */
  .ta .rev-summary .btn-g{background:rgba(255,255,255,.85);color:var(--lx1) !important;border-color:var(--bl2);backdrop-filter:none;-webkit-backdrop-filter:none;box-shadow:0 2px 10px rgba(12,7,22,.04)}
  .ta .rev-summary .btn-g:hover{background:#fff;transform:translateY(-3px);box-shadow:0 10px 24px rgba(12,7,22,.08);border-color:var(--bl2)}

  
    
    
    
    
    
      
      
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# AI Development Company

          
Machine Learning · Deep Learning · NLP · Computer Vision

          
Miracuves is an AI development company that builds intelligent applications using machine learning, deep learning, natural language processing, and computer vision. From intelligent automation to generative AI, we deliver production-ready AI solutions with complete source code ownership and full IP safety.

          
            
                
              200+ AI Deployments
            
                
              40+ AI Engineers
            
                
              100% Source Ownership
            
                
              NDA Day One
          

          
            [WhatsApp - Talk to Our Team](https://wa.me/919830009649)
            [Explore AI Solutions](https://miracuves.com/schedule-consultation/)
          

          
            Clutch Reviewed 5.0★
            ·
            Starting from $1,899
            ·
            [View live deployments](https://miracuves.com/portfolio/)
          
        

        
          
            
            **model topology**~~NETWORK~~**input****hidden****hidden****output****AI Engine Stack**AI Engine Stack TensorFlow · PyTorch · OpenAI · LangChain · Hugging Face · MLflow
            **9,000+**Projects delivered
            **Your data**Never a shared model
          
        
      
      
        **6-14w**Delivery timeline
        **$3,699**Starting price
        **50+**AI solutions
        **100%**IP assignment
        AI engineers active right now
      
      
        *PyTorch**Vector search**MLflow**Human review**9,000+ delivered**NDA day one*
        *Related services*[Generative AI Development](https://miracuves.com/service/generative-ai-development/)[AI Agent Development](https://miracuves.com/service/ai-agent-development/)[Google Cloud Development](https://miracuves.com/service/google-cloud-development/)[IT Consulting & Advisory](https://miracuves.com/service/it-consulting-advisory/)
      
    
  

  
    
    
      
        **35+ AI Engineers**Dedicated ML/DL/NLP/CV specialists
        
        **40+ AI Solutions**Deployed by Miracuves
        
        **6-14 Weeks**Delivery timeline
        
        **TF + PyTorch**Certified engineering team
        
        **96% Model Acc.**Average production precision
      
    
  

    
      
        
          
              
              
              
            
          
            
#### White-Label Ready

            
Fully rebrandable on delivery

          
        
        
        
          
              
            
          
            
#### NDA Day One

            
IP protected first call

          
        
        
        
          
              
              
            
          
            
#### Full Source Code

            
Delivered at handoff

          
        
        
        
          
              
              
            
          
            
#### 60-Day Support

            
Post-launch included

          
        
        
        
          
              
              
            
          
            
#### 100% IP Ownership

            
Yours - always

          
        
        
        [#### Clutch Reviewed 5.0★

            
Third-party verified](https://miracuves.com/reviews-awards/)
      
    
  

		
			
				
				
					More than 6,000+ Companies Trust us Worldwide				
				
				
				
					        
            
                
					                            
                                
									                                    
										[![Miracuves Ranked among top 1000 companies globally by Clutch](https://miracuves.com/wp-content/uploads/2024/03/Miracuves-Clutch-top-1000-company.webp "Artificial Intelligence Development 1")](https://clutch.co/profile/miracuves-solutions#reviews)                                    
									                                
                            
						                            
                                
									                                    
										[![Miracuves is a top-minus service provider in the United States by Clutch](https://miracuves.com/wp-content/uploads/2024/03/Miracuves-clutch-top-managed-service-provider-US.webp "Artificial Intelligence Development 2")](https://clutch.co/profile/miracuves-solutions#reviews)                                    
									                                
                            
						                            
                                
									                                    
										![MediaCube is the best managed IT service provider in New York City by Expertise.com](https://miracuves.com/wp-content/uploads/2024/03/Miracuves-Expertise-Provider.webp "Artificial Intelligence Development 3")                                    
									                                
                            
						                            
                                
									                                    
										![MiraQs as an official member of Forbes Business Council ](https://miracuves.com/wp-content/uploads/2024/03/Mircuves-Official-Memeber-Forbes-Council.webp "Artificial Intelligence Development 4")                                    
									                                
                            
						                            
                                
									                                    
										[![Miracuves is a verified agency with design rush. ](https://miracuves.com/wp-content/uploads/2024/03/DesignRush-Top-Design-Agencies-in-India.webp "Artificial Intelligence Development 5")](https://www.designrush.com/agency/profile/miracuves#reviews)                                    
									                                
                            
						                            
                                
									                                    
										[![MiraQs is ranked as a trustworthy service provider with Trustpilot. ](https://miracuves.com/wp-content/uploads/2025/04/Miracuves-TrustPilot-Top-Software-Development-Company.webp "Artificial Intelligence Development 6")](https://www.trustpilot.com/review/miracuves.com)                                    
									                                
                            
						                            
                                
									                                    
										[![Miracuves is one of the top managed service providers, companies by themanifest. ](https://miracuves.com/wp-content/uploads/2025/04/Miracuves-The-Manifest-Top-Managed-Software-Development-Company.webp "Artificial Intelligence Development 7")](https://themanifest.com/company/miracuves-solutions)                                    
									                                
                            
						                            
                                
									                                    
										[![Miracuves ranked as a top software development company by Design Rush. ](https://miracuves.com/wp-content/uploads/2025/04/Miracuves-Designrush-Top-Software-Development-Company.webp "Artificial Intelligence Development 8")](https://www.designrush.com/agency/profile/miracuves#reviews)                                    
									                                
                            
						                            
                                
									                                    
										[![Miracuves is recognized as top software developed company by goodfirms. ](https://miracuves.com/wp-content/uploads/2025/04/Miracuves-GoodFirms-Top-Software-Development-Company.webp "Artificial Intelligence Development 9")](https://www.goodfirms.co/company/miracuves-solution)                                    
									                                
                            
						                
            
			        
						
				
				
				
		

  
    
    
      
        
          
            
              **Our AI Approach**
            
          
          
## How Miracuves delivers AI solutions - from 200+ projects of real experience

          
After delivering 200+ AI deployments, Miracuves has a proven methodology for building intelligent applications. We start from 50+ production-grade AI modules - already trained, validated, and integrated with data pipelines, APIs, and deployment infrastructure - not from a blank notebook.

          
Our approach covers the full AI lifecycle: problem definition, data preparation, model development, deployment, and ongoing monitoring. Every project ships with complete documentation, model cards, training pipelines, and inference APIs.

          
**Who this service is built for:** Founders and product teams building intelligent applications - chatbots, recommendation engines, document processors, predictive analytics, content generators, and computer vision systems. Miracuves AI development fits when you need a production-ready AI solution with published pricing, full IP ownership, and a company accountable for delivery. If your problem can be solved with a simple rules-based system or off-the-shelf API, we will say so upfront.

          
            Problem definition framework - is this a classification, regression, NLP, or CV problem?
            Data pipeline built on every project - ingestion, cleaning, feature engineering, versioning
            Model experimentation tracked via MLflow - every experiment logged and reproducible
            CI/CD for ML - automated training, evaluation, and deployment pipelines from first commit
            Model monitoring and drift detection - production observability from day one
          

          
            
From our AI team - Document Processing Platform, 10 weeks

            
"Enterprise-grade document intelligence pipeline processing invoices, contracts, and forms. Used LayoutLM for document understanding, deployed as a FastAPI service with Redis caching and PostgreSQL storage. Achieved 85% automation rate for document classification and 92% extraction accuracy on structured fields. Delivered with full training pipeline, model card, and API documentation."

          

          
            
              
              
            
            Written by the Miracuves AI Team · June 2026 · [View
                Deployed Portfolio →](https://miracuves.com/portfolio/)
          
        

        
          
            
              200+
              AI projects deployed across industries
            
            
              96%
              Average model accuracy in production
            
            
              60%
              Faster deployment vs building from scratch
            
            
              50+
              Pre-built AI solution modules
            
            
              6-14w
              Miracuves delivery for scoped AI projects
            
            
              98%
              Client satisfaction rate
            
          

          
            
              
                  
                  
                  
                
              Data Prep
              ETL + Feature Engineering
            
            
              
                  
                
              Model Dev
              Training + Evaluation
            
            
              
                  
                  
                
              Deployment
              API + Container + Monitor
            
          

          
            
#### Why AI at Miracuves

            Time to production MVP6-14
                weeks
            Model types supportedML
                · DL · NLP · CV
            Cost saving vs in-house teamUp
                to 50%
            Pre-built AI modules ready50+ solutions
            Production accuracy96% avg.
                precision
            Source code ownership100%
                yours
          
        
      
    
  

  
        
    
      
        
          
            
              **50+ AI Solutions Built**
            
          
          
## What Miracuves has deployed - what you can launch today

        
        [View All 50+ AI Solutions →](https://miracuves.com/solutions/)
      

      
        
                                                        [6 Days
            01
          
          
            
Streaming

            
### Netflix Clone

            
Video streaming platform with tiered subscriptions, user profiles, content library.

            From $2,799iOS + Android + WebStreaming](https://miracuves.com/netflix-clone/)

        
                                                [6 Days
            02
          
          
            
E-commerce

            
### Amazon Clone

            
Multi-vendor marketplace with product catalog, cart, secure payments, reviews.

            From $2,499iOS + AndroidMulti-Vendor](https://miracuves.com/amazon-clone/)

        
                                                [6 Days
            03
          
          
            
Super App

            
### Gojek Clone

            
Modular architecture handles 20+ services in one app - rides, delivery, payments.

            From $3,39920+ ServicesSuper App](https://miracuves.com/gojek-clone/)

        
                                                [6 Days
            04
          
          
            
B2B Marketplace

            
### Alibaba Clone

            
B2B wholesale platform with bulk ordering, supplier verification, trade assurance.

            From $2,499Web + MobileB2B Portal](https://miracuves.com/alibaba-clone/)

        
                                                [6 Days
            05
          
          
            
EdTech

            
### Byjus Clone

            
Online learning platform with interactive lessons, assessments, progress tracking.

            From $1,899iOS + Android + WebK-12 + Prep](https://miracuves.com/byjus-clone/)

        
                                                [6 Days
            06
          
          
            
HealthTech

            
### Practo Clone

            
Healthcare platform with doctor booking, teleconsultation, health records, pharmacy.

            From $2,799iOS + AndroidMulti-Specialty](https://miracuves.com/practo-clone/)
      

      **Honest note:** AI is right for most of our intelligent solution projects. For simple rule-based automation or when a third-party API already solves the problem, Miracuves will recommend the simpler approach and tell you why before any commitment.
    
  

  
    
    
      
        
          
            **Technology Comparison**
          
        
        
## AI Development vs Off-the-Shelf API vs DIY Data Science - which is right for your project?

        
Most AI companies avoid this question because they only sell one approach. Miracuves answers it honestly - your AI strategy determines long-term cost, accuracy, and maintenance.

      

      
        
| Metric | AI Development (Miracuves)  
← MIRACUVES DEFAULT | Off-the-Shelf API | DIY Data Science Team |
| --- | --- | --- | --- |
| Model Accuracy | 96% avg. - custom trained on your data | 70-85% - generic, not tuned to your domain | Variable - depends on team expertise |
| Time to Production | 6-14 weeks - pre-built modules accelerate | Days - quick integration, limited capability | 6-12 months - hire, build infra, iterate |
| Customization | Full - model architecture, data, training all yours | Limited - only what the API exposes | Full - complete control over every decision |
| Data Privacy | 100% - your data stays on your infrastructure | Shared - data sent to third-party servers | Full - complete control over data |
| Best For | Custom AI · high accuracy · IP ownership | Quick prototypes · simple tasks | Large teams · research · long timelines |

      

      
        
          
Choose AI Development if…

          
You need high accuracy trained on your proprietary data · full IP ownership of models · customization beyond what APIs offer · production-ready with monitoring and retraining.

        
        
          
Consider an alternative if…

          
Your use case is simple and covered by an existing API · you have a full in-house data science team already · your accuracy requirements are low. [We will tell you honestly →](https://miracuves.com/contact/)

        
      
    
  

  
    
    
      
        
          
            
              **Technical Architecture**
            
          
          
## How Miracuves engineers structure ML pipelines for production

          
These are the specific decisions our engineering team makes on every
            AI project - choices that determine whether a model ships on time and maintains accuracy in production.

          
            
              
### Architecture - Modular ML Pipeline

              
Strict separation: Data Ingestion → Feature Engineering → Model Training → Evaluation → Deployment → Monitoring. Every stage is independently testable, versioned, and deployable. This is how Miracuves delivers a new AI module in 6 weeks without rearchitecting the pipeline.

            
            
              
### Experiment Tracking - MLflow for Every Run

              
Every training run is logged with parameters, metrics, artifacts, and environment. The most common problem inherited from other teams: models trained in notebooks with no reproducibility. We eliminate this on day one as a hard standard - not a suggestion.

            
            
              
### Inference - Containerized with Monitoring

              
Models are packaged in Docker containers with REST APIs via FastAPI. Every endpoint has Prometheus metrics for latency, throughput, and prediction drift. We monitor for data drift and trigger retraining automatically when accuracy drops below threshold.

            
            
              
                
What most AI agencies get wrong

                
Training on the full dataset without validation splits. No feature store. Models that pass tests but fail in production due to data drift. No monitoring or retraining pipeline. Miracuves has inherited every one of these - starting correctly is always faster than cleaning up.

              
            
          
        

        
          
            
              
              
              
              inference_api.py - FastAPI Model Server
            
            # Production inference endpoint with monitoring
                # Used in all Miracuves AI deployments

              from fastapi import FastAPI, HTTPException
              from pydantic import BaseModel
              import joblib, numpy as np

              app = FastAPI(title="Miracuves Inference API")

              class PredictionRequest(BaseModel):
                  features: list[float]

              class PredictionResponse(BaseModel):
                  prediction: float
                  confidence: float
                  model_version: str

              model = joblib.load("model/prod/model.pkl")
              scaler = joblib.load("model/prod/scaler.pkl")

              @app.post("/predict", response_model=PredictionResponse)
              async def predict(req: PredictionRequest):
                  try:
                      X = scaler.transform(np.array(req.features).reshape(1, -1))
                      pred = model.predict(X)[0]
                      proba = model.predict_proba(X).max()
                      return PredictionResponse(
                          prediction=float(pred),
                          confidence=float(proba),
                          model_version="v2.1.0"
                      )
                  except Exception as e:
                      raise HTTPException(status_code=500, detail=str(e))
            
            Containerized with Docker, deployed on AWS SageMaker or GCP Vertex AI. Metrics exported to Prometheus for drift monitoring and automated retraining triggers.
          
        
      
    
  

  
  
    
      
        
          
            **Our Service Models**
          
        
        
## Three ways Miracuves delivers your AI project

        
Every engagement is with Miracuves as a company - a complete team, a
          defined process, and full delivery accountability. Choose the model that matches your project stage.

      

      
        
        
          Most Popular
          
            
              
              
                
                
                  
                  
                  
                  
                
              
              
              
                
                
                  
                  
                  
                  
                
              
              
              
                
                
                  
                  
                  
                  
                
              
              
              Customer
              Driver App
              Admin
            
          
          
            
Readymade Clone · Fixed Price

            
### White-Label Clone Delivery

            
Miracuves deploys a production-grade clone under your brand - iOS + Android + Admin Panel -
              in 6 days. Source code fully yours.

            Starting from $1,899 - fixed price, no surprises
            90+ solutions matched to your vertical
            Branding, configuration, white-labelling applied
            Admin panel included in every delivery
            Full source code · NDA · 60-day support
          
        

        
        
          
            
              
                
                
                Pipeline
                
                
                
                
                
                
                
                
                Training
                
                Repository
                
                UI Layer
                
                
                
                
                
                Events
                
                API / Cache
                
                Widgets
              
            
          
          
            
Custom Development · Scoped

            
### Custom AI Build

            
Miracuves builds from your specification - custom architecture, custom flows, unique
              features. Full team: engineer, backend, QA, PM.

            Scoped and priced before development begins
            Clean architecture designed specifically for your product
            Weekly sprint demos - working software every sprint
            App Store and Play Store submission managed
            Full source code · IP 100% yours
          
        

        
        
          
            
              
                
                  Wk 1
                  
                    
                  
                  
                
                
                  Wk 2
                  
                    
                  
                  
                
                
                  Wk 3
                  
                    
                  
                  
                
                
                  Wk 4
                  
                    
                  
                  
                
              
            
          
          
            
Ongoing Retainer · Monthly

            
### Ongoing AI Development

            
Miracuves works as your ongoing development partner - new features, releases, maintenance
              on a monthly retainer with weekly sprint demos.

            From $2,299/month - cancel with 2 weeks notice
            Dedicated Miracuves team assigned to your product
            Direct communication - no account manager relay
            Weekly sprint demos - deliverables every cycle
            Scales up or down as your product evolves
          
        
      
    
  

  
  
    
    
      
        
          
            **Quality Standards**
          
        
        
## How Miracuves ensures every AI delivery meets production standard

        
Every project passes through Miracuves' quality gates before handoff -
          not as a checklist, as a non-negotiable delivery standard applied to every codebase we ship.

        
          Clean architecture - Presentation / Domain / Data separatedArchitecture
          MLflow experiment tracking - every run logged and reproducibleState
          Automated ML pipeline - data ingestion to deployment in one workflowPerformance
          Physical device QA - tested on real iOS and Android hardwareQA
          CI/CD pipeline - automated builds and tests from day oneDevOps
          No secrets in source - API keys in environment config onlySecurity
          App Store-ready - provisioning, compliance, review passedDelivery
        
      
    

    
    
      
        
          
            **Enforced QA Gates**
          
        
        
## Our 6 Continuous Delivery Gateways

        
Every line of code,
          asset asset, and build profile must successfully clear all six quality control gates before repository
          handoff.

        
          
            01
            
              
#### Code Review on Every Pull Request

              
Every line merged into your main branch is reviewed by a senior Miracuves engineer. No untested code
                reaches your production environment under any circumstances.

            
          
          
            02
            
              
#### Automated Test Coverage Required

              
Unit tests for business logic, widget tests for UI components, and integration tests for critical user
                flows. Minimum coverage enforced before any release build is created.

            
          
          
            03
            
              
#### Release Builds Profiled - Not Debug Builds

              
Miracuves profiles performance using our evaluation harness on representative data on every release build. Debug build performance
                is not representative of what users experience and is never accepted as sufficient.

            
          
          
            04
            
              
#### Handoff Package - Not Just a Repository

              
Source code, documentation, environment setup guide, API documentation, deployment credentials, store
                credentials, and post-launch runbook - all included in every project handoff.

            
          
          
            05
            
              
#### App Store Submission - Full Compliance Managed

              
Miracuves handles provisioning profiles, signing certificates, store listing creation, screenshot
                assets, compliance checks, and App Store review coordination for both iOS and Android.

            
          
          
            06
            
              
#### Post-Launch Monitoring - 60-Day Active Support

              
Crashlytics and Firebase Analytics configured pre-launch. Miracuves monitors crash rates and
                performance metrics during the 60-day post-launch support window - proactive, not reactive.

            
          
        
      
    
  

  
    
    
      
        
          
            
              **Technology Stack**
            
          
          
## The AI stack Miracuves ships with

        
        
Matched to your architecture and delivery
          requirements - not a one-size-fits-all default.

      

      
        
          TF
          TensorFlow
          Deep learning · production serving
        
        
          PT
          PyTorch
          Research · dynamic computation
        
        
          AI
          OpenAI API
          LLMs · embeddings · GPT models
        
        
          LC
          LangChain
          LLM orchestration · RAG pipelines
        
        
          HF
          Hugging Face
          Transformers · pre-trained models
        
        
          Ml
          MLflow
          Experiment tracking · model registry
        
        
          Py
          Python 3.12
          Primary language · ML ecosystem
        
        
          Jp
          Jupyter
          Exploration · prototyping · viz
        
        
          Dk
          Docker
          Containerization · reproducible envs
        
        
          K8
          Kubernetes
          Orchestration · auto-scaling
        
        
          SM
          AWS SageMaker
          Training · deployment · hosting
        
        
          VA
          GCP Vertex AI
          ML platform · autoML · pipelines
        
        
          Pg
          PostgreSQL
          Relational data · feature store
        
        
          Rd
          Redis
          Caching · rate limiting · queues
        
        
          Fa
          FastAPI
          REST API · async inference
        
        
          St
          Streamlit
          Dashboards · model demos · monitoring
        
      
    
  

  
  
    
      
        
          
            **Our Process**
          
        
        
## From brief to deployed AI app - what happens and when

        
Every AI engagement follows the same delivery spine - whether you
          start from a readymade clone or a custom spec. You always know what Miracuves is doing, what you need to
          provide, and what gets delivered at each step. Timelines below reflect our standard clone sprint; custom builds
          run milestone-based with the same checkpoints.

      

      
        

          
          
            
            
              
              
            

            
            
              
                
                  
                
              
              
### Brief & NDA

              
Share your concept via WhatsApp. NDA signed same day. We ask 6 specific questions.

            

            
            
              
              Step 01
            
          

          
          
            
            
              
              
            

            
            
              
                
                  
                  
                
              
              
### Scope & Plan

              
Right solution base, stack, and model confirmed. No payment before scope is agreed.

            

            
            
              Step 02
              
            
          

          
          
            
            
              
              
            

            
            
              
                
                  
                  
                  
                
              
              
### Build & Demo

              
Repo created, architecture set. First commit in 24h. Weekly working demo runs.

            

            
            
              
              Step 03
            
          

          
          
            
            
              
              
            

            
            
              
                
                  
                  
                  
                
              
              
### QA & Polish

              
Tested on real iOS/Android devices. Profiles optimized for Store guidelines.

            

            
            
              Step 04
              
            
          

          
          
            
            
              
            

            
            
              
                
                  
                
              
              
### Launch & Handoff

              
Full code and docs delivered. Store submissions handled. 60 days active support.

            

            
            
              
              Step 05
            
          
        
      

      
        **Same Day**NDA turnaround
        **6 Days**MVP Sprint delivery
        **24 Hours**First commit after scope
        **60 Days**Post-launch support
      
    
  

  
  
    
      
        
          
            **Transparent Pricing**
          
        
        
## What AI development costs at Miracuves

        
We publish prices because we are confident in what we deliver. No
          "contact us for pricing" pages. No hidden fees after scope is agreed.

      

      
        
        
          
### Readymade Clone

          $1,899
              from
          
Fixed price · 6 day delivery · scoped

          
- AI app - iOS + Android
- Admin panel included as standard
- Branding and white-label applied
- Full source code on handoff
- 60-day post-launch support
- NDA protected from day one

          [Start a
            Clone Project](https://wa.me/919830009649)
        

        
        
          Most Requested
          
### Custom AI Build

          Custom Quote
          
Scoped before build · milestone billing

          
- Full AI team - engineer + backend + QA
- Custom architecture for your spec
- Weekly sprint demos - working software
- App Store and Play Store submission
- Full source code · complete IP transfer
- Milestone billing - no pay before delivery

          [Get a
            Scope & Quote](https://miracuves.com/contact/)
        

        
        
          
### Ongoing Development

          $2,299/mo
          
Monthly retainer · cancel with 2 weeks notice

          
- Miracuves team assigned to your product
- New features, releases, and maintenance
- Weekly demos and sprint planning
- Direct communication - no relay
- Scales up or down as needed
- All code remains 100% yours

          [Discuss
            Ongoing Work](https://wa.me/919830009649)
        
      

      **Why Miracuves publishes prices:** Clients who
        understand cost upfront make better product decisions. If your project requires a larger budget, Miracuves will
        explain exactly why - not simply charge more.

      
        
          
What affects AI project cost at Miracuves

          
Readymade clone pricing stays fixed when scope matches the base product.
            Custom AI builds scale with: number of user roles (customer, driver, admin, vendor), real-time features
            (live GPS, chat, video), payment and compliance integrations (BaaS, KYC, multi-currency), multi-city or
            multi-language rollout, and third-party SDKs beyond the standard stack.

        
        
          
Typical AI budget ranges

          
**Readymade clone:** from $1,899 · 6 days.  

            **Custom MVP:** $8,000-$25,000 · 2-8 weeks depending on scope.  

            **Ongoing retainer:** from $2,299/month for feature work and maintenance.  

            Every quote is written before payment - no surprise invoices after kickoff.

        
      

      .mcv-inp{margin-top:38px;padding:24px 28px;border-radius:16px;background:rgba(255,255,255,.028);border:1px solid rgba(255,255,255,.09);display:flex;align-items:center;gap:30px;flex-wrap:wrap}.mcv-inp-h{flex:1 1 460px;min-width:0}.mcv-inp-h strong{display:block;font-size:17px;font-weight:700;color:#fff;letter-spacing:-.015em}.mcv-inp-h p{margin:9px 0 0;font-size:14px;line-height:1.65;color:rgba(255,255,255,.60)}.mcv-inp-a{flex:0 0 auto}.mcv-inp-a a{display:inline-flex;align-items:center;gap:9px;padding:12px 20px;border-radius:999px;border:1px solid rgba(255,255,255,.16);font-size:13.5px;font-weight:650;color:rgba(255,255,255,.88);text-decoration:none;transition:border-color .2s,background .2s,color .2s}.mcv-inp-a a:hover{color:#fff;border-color:rgba(167,13,42,.6);background:rgba(167,13,42,.12)}.mcv-inp-a a svg{width:13px;height:13px;flex:0 0 13px}.mcv-inp-a span{display:block;margin-top:9px;font-size:11.5px;color:rgba(255,255,255,.40);text-align:center}@media(max-width:820px){.mcv-inp{display:block;padding:22px 20px}.mcv-inp-a{margin-top:18px}.mcv-inp-a span{text-align:left}}@media(prefers-reduced-motion:reduce){.mcv-inp-a a{transition:none}}.mcv-inp.lt{background:rgba(10,12,16,.028);border-color:rgba(10,12,16,.10)}.mcv-inp.lt .mcv-inp-h strong{color:#12161c}.mcv-inp.lt .mcv-inp-h p{color:rgba(18,22,28,.66)}.mcv-inp.lt .mcv-inp-a a{border-color:rgba(10,12,16,.16);color:rgba(18,22,28,.86)}.mcv-inp.lt .mcv-inp-a a:hover{color:#a70d2a;border-color:rgba(167,13,42,.45);background:rgba(167,13,42,.06)}.mcv-inp.lt .mcv-inp-a span{color:rgba(18,22,28,.45)}**Six days is Miracuves build time, not calendar time**
The six days are ours, and they do not run past six. What can add time sits on your side: developer account verification, merchant onboarding and compliance approvals are controlled by the app stores and your payment provider, not by us. We list exactly what you need ready on the first call so you can start those in parallel.

[See what you provide](https://miracuves.com/facts/#fact-005)FACT-005, audited quarterly
    
  

  
    
    
      
        
          
            **Client Reference**
          
        
        
## What a real AI project looks like at Miracuves

        
A US-based logistics company needed to automate invoice processing, contract extraction, and compliance document classification - processing 50,000+ documents per month with high accuracy.

        
          
            01
            
              
The Challenge

              
Manual document processing across 12 departments was taking 200+ hours per week with 15% error rates. Off-the-shelf OCR APIs failed on handwritten notes and multi-language invoices. Needed a custom AI solution that could handle diverse document formats.

            
          
          
            02
            
              
What Miracuves Delivered

              
Custom document intelligence pipeline using LayoutLM for document understanding, Tesseract OCR with custom post-processing for handwriting, and a fine-tuned BERT model for entity extraction. Deployed as a FastAPI service with Redis caching and PostgreSQL for audit trail.

            
          
          
            03
            
              
Outcome

              
85% automation rate for document classification. 92% extraction accuracy on structured fields. Processing time reduced from 200 hours to 18 hours per week. Full training pipeline, model cards, and API documentation delivered.

            
          
        

        
          **85%**Automation rate
          **92%**Extraction accuracy
          **12**Departments deployed
        
        [View All Case Studies →](https://miracuves.com/portfolio/)
      
    

    
      
        
          
Client Testimonial

          
"We were drowning in manual document processing - 200 hours a week across 12 teams. Miracuves built an AI pipeline that handles 85% of it automatically. The model handles handwritten notes on invoices that every off-the-shelf API failed on. Our operations team went from firefighting to strategic work."

          
            MK
            
              
M.K., VP Operations

              
US Logistics Platform · Document Automation

            
          
          [⭐ Read Clutch & Google Reviews →](https://miracuves.com/reviews-awards/)
          
        

        
          
Project Brief

          Solution typeDocument Intelligence Pipeline
          Delivery timeline10 weeks
          Models usedLayoutLM · BERT · Tesseract OCR
          Key integrationsFastAPI · Redis · PostgreSQL
          Doc volume50,000+/month
          Source code100% client-owned
        

        
          
            85%
            Automation rate
          
          
            92%
            Extraction accuracy
          
          
            90%
            Cost reduction
          
        
      
    
  

  
    
      
        
          
            **Client Reviews**
          
        
        
## What clients say about Miracuves AI development

        
Across document processing, recommendation engines, and conversational AI - from enterprise teams to funded startups - verified on Clutch and Google.

      

      
        
        
          ★★★★★
          
Clutch · Document Intelligence

          
"Miracuves delivered a document processing AI that handles invoices, contracts, and forms our team was spending 200 hours a week on. The model accuracy on handwritten fields surprised our ops team. FastAPI deployment with Redis caching made integration trivial. Full pipeline documentation was delivered alongside the code."

          
            MK
            
              
M.K., VP Operations

              
Logistics Automation · United States

            
          
          AI · Document Processing · LayoutLM · FastAPI
        

        
        
          ★★★★★
          
Google Reviews · Recommendation Engine

          
"We needed a recommendation engine for our e-commerce platform that could personalise across 50,000+ products. Miracuves built a hybrid collaborative filtering and content-based system that increased our average order value by 34% in the first month. A/B testing infrastructure was built in from day one."

          
            SL
            
              
S.L., CTO

              
E-Commerce Platform · Singapore

            
          
          AI · Recommendation Engine · Collaborative Filtering
        

        
        
          ★★★★★
          
Clutch · Conversational AI

          
"Launched a multi-LLM customer support chatbot with RAG architecture in 8 weeks. Miracuves handled everything from data preprocessing to deployment on AWS SageMaker. The admin dashboard gives us full visibility into conversation analytics, and the retrieval-augmented generation ensures accurate, grounded responses."

          
            RJ
            
              
R.J., Head of Product

              
Fintech Platform · United Kingdom

            
          
          AI · Chatbot · RAG · Multi-LLM · AWS
        
      

      
        
          **5.0 / 5.0**
          Clutch average · 14 reviews
        
        
        
          **4.8 / 5.0**
          Google average rating
        
        
        
          **Top Developer**
          Clutch recognition · 2024-2025
        
        
        [Read All Reviews
          →](https://miracuves.com/reviews-awards/)
      
    
  

  
    
    
      
        
          
            **Related Services**
          
        
        
## Also building with these technologies at Miracuves

      
      
        [Native iOS

            
iOS App Development](https://miracuves.com/service/ios-app-development/)
        [Full Stack

            
Software Development](https://miracuves.com/service/software-development/)
        [Web Platform

            
Web App Development](https://miracuves.com/service/web-app-development/)
        [Frontend

            
React Development](https://miracuves.com/service/react-development/)
        [Full Stack

            
Next.js Development](https://miracuves.com/service/next-js-development/)
        [Backend

            
Node.js Development](https://miracuves.com/service/node-js-development/)
        [Custom Build

            
Mobile App Development](https://miracuves.com/service/custom-mobile-app-development/)
        [Software Language

            
TypeScript Development](https://miracuves.com/service/typescript-development/)
      
    
  
    
      
        
          
            **Frequently Asked**
          
        
        
## Questions about AI development at Miracuves

      

      
        
          
What types of AI solutions does Miracuves build?

          
Miracuves builds a wide range of AI solutions: conversational AI chatbots and assistants, recommendation engines, document processing pipelines, predictive analytics systems, content generation platforms, and computer vision applications. Each solution starts from one of 50+ pre-built AI modules and is customised to your specific data and use case.

        
        
          
Does Miracuves deliver the full model source code and training pipeline?

          
Yes - completely. Miracuves delivers the full model code, training pipeline, experiment logs, model card, inference API, and deployment configuration. Zero lock-in. Your team or any other AI team can retrain, fine-tune, or extend the models immediately after handoff.

        
        
          
How long does it take to deliver a production AI solution?

          
A scoped AI deployment - covering model development, training, evaluation, API deployment, and monitoring - ships in 6-14 weeks depending on complexity. Custom models requiring novel architecture or large dataset training take 12-20 weeks. All timelines are stated in writing before any payment is requested.

        
        
          
AI Development vs off-the-shelf API - which does Miracuves recommend?

          
For most custom solutions needing high accuracy, data privacy, and full IP ownership - custom AI development is right. Miracuves recommends off-the-shelf APIs honestly when your use case is simple, covered by existing APIs, and accuracy requirements are moderate. We will tell you which fits before any commitment.

        
        
          
What data do I need to provide for an AI project?

          
For most projects, Miracuves needs labelled or unlabelled data relevant to your use case - historical records, documents, images, text, or user behaviour data. If you do not have sufficient data, Miracuves can help with data collection strategies, synthetic data generation, or transfer learning from pre-trained models.

        
        
          
How does Miracuves handle model monitoring and retraining?

          
Every Miracuves AI deployment includes Prometheus-based monitoring for prediction drift, data drift, latency, and throughput. Automated retraining pipelines are configured to trigger when accuracy drops below a configurable threshold. You receive alerts and can review retraining results before promoting to production.

        
        
          
Can Miracuves integrate AI into my existing application?

          
Yes. The majority of Miracuves AI deployments integrate with existing applications via REST APIs, message queues, or streaming pipelines. Whether you have a mobile app, web platform, or enterprise system, the AI service layer is designed to plug into your existing architecture with minimal changes.

        
        
          
How does Miracuves handle NDA and data confidentiality for AI projects?

          
Miracuves signs a bilateral NDA before any project details are shared. All training data stays on your infrastructure or in your cloud account. Model artifacts are delivered with full ownership transfer. An IP assignment agreement confirming 100% ownership is signed at project start - not at the end.

        
      
    
  

  
    
    
      
        
          
            
              **Get Started**
          
          
          
## Ready to build your AI solution with Miracuves?

          
Tell Miracuves what you are building. We will confirm the right
            AI approach, service model, and delivery timeline - in writing, before any commitment is required from
            you.

          
            **200+**AI deployments
            **6-14 Weeks**Delivery timeline
            **100%**Model IP yours
            **Same Day**NDA turnaround
          
        

        
          [WhatsApp - Start Now](https://wa.me/919830009649)
          [Contact &
              Brief Form](https://miracuves.com/contact/)
          
NDA signed before we discuss your project details

        
      
      
        
          
          
        
        Page reviewed by the Miracuves AI Development Team · Last updated June 2026 · [Clutch & Google Reviews](https://miracuves.com/reviews-awards/)
      
    
  

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