---
title: Generative AI Development
description: Home  /  Services  /  Generative AI App Development  Available Now · 25+ GenAI Products  Generative AI App  Development  Company  LLM Apps · RAG Pipelines · AI 
url: https://miracuves.com/service/generative-ai-development
date_modified: 2026-07-17
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 Generative 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: 'Generative AI - Miracuves Default';
      color: var(--red-l);
    }

    .ta .ct td:nth-child(3)::before {
      content: 'AutoML Platform';
    }

    .ta .ct td:nth-child(4)::before {
      content: 'DIY Data Science';
    }

    .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%;
    }
  }

  
  
    
    
    
    
      
      
        [Home](https://miracuves.com/)
        /
        [Services](https://miracuves.com/service/)
        /
        Generative AI App Development
      

      
        
        
          
            
              
              **Available Now** · 25+ GenAI Products
            
          
          
# Generative AI App Development Company

          
LLM Apps · RAG Pipelines · AI Agents · Copilots

          
Miracuves is a generative AI development company that builds production LLM applications — RAG knowledge assistants, AI agents, content generators, and ChatGPT-style products — with LangChain, OpenAI, Claude, and vector databases. You get grounded responses, guardrails, observability, and complete source code ownership from $3,699.

          
            
                
              40+ GenAI Deployments
            
                
              RAG + Agent Delivery
            
                
              100% IP Ownership
            
                
              NDA Day One
          

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

          
            Clutch Reviewed 4.9★
            ·
            Starting from $3,699
            ·
            [View GenAI deployments](https://miracuves.com/portfolio/)
          
        

        
        
          
          
            
            
            
              
            
            
              
#### GenAI Stack Powered

              
OpenAI · Claude · LangChain · LlamaIndex · Pinecone · Hugging Face

            
          

          
            
              Miracuves Delivery RecordGenAI Engineering
              
              
                
                  4–10 Weeks
                  Delivery timeline
                
                
                  $3,699
                  Starting price
                
                
                  25+
                  GenAI Products Shipped
                
                
                  100%
                  Source code ownership
                
              
              
                GenAI engineers active right now
              
            
          

                    
          
            [Generative AI

              
#### ChatGPT Clone

              
Deployed in 6 Days · From $3,299](https://miracuves.com/chatgpt-clone/)
            [Enterprise RAG

              
#### Knowledge Assistant

              
Deployed in 6 weeks · GDPR-aware](https://miracuves.com/contact/)
          

          
          
            
              
                
              
              GenAI Pipeline Console
              ACTIVE
            
            
              
                LLM PROVIDER
                OpenAI / Claude
              
              
                ORCHESTRATION
                LangChain + LlamaIndex
              
              
                RETRIEVAL
                Pinecone + Reranking
              
              
                GUARDRAILS
                PII Filter + Eval Hooks
              
            
          
        
      
    
  

  
  
    
      
        **LLM · RAG · Agents**Production GenAI applications
        
        **25+ GenAI Products**Deployed by Miracuves
        
        **LangChain · LlamaIndex**Our orchestration standard
        
        **4–10 Weeks**Typical RAG + agent sprint
        
        **100% Source Code**Delivered on handoff
      
    
  

  
  
    
      
        
          
              
              
              
            
          
            
#### 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 4.9★

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

  
  
    
      
        
          
            
              **Our GenAI Approach**
            
          
          
## How Miracuves delivers generative AI products — from 25+ production deployments

          
After shipping 25+ production GenAI applications across SaaS, legal tech, and customer support, Miracuves has a specific methodology for LLM delivery. We start from proven modules — document ingestion, embedding pipelines, retrieval with reranking, agent tool routing, and evaluation harnesses — not from a blank ChatGPT API call in a demo script.

          
Generative AI only creates business value when responses are grounded in your data, guarded against hallucination, and observable in production. Miracuves pairs LangChain or LlamaIndex orchestration with vector stores and your choice of OpenAI, Claude, or open-weight models — full source code and prompt assets yours on handoff.

          
**Who this service is built for:** SaaS founders, enterprise product teams, and support leaders who need LLM-powered assistants, internal knowledge search, content generation, or multi-step AI agents — not a thin API wrapper with no evals. Miracuves generative AI development fits when you need RAG over proprietary documents, role-based access, audit trails, and a company accountable for production reliability. If classical predictive ML is the better fit, we recommend our [machine learning development](https://miracuves.com/service/ml-development/) or [LLM development](https://miracuves.com/service/llm-development/) services instead.

          
            RAG pipelines — chunking, embeddings, vector search, reranking, and citation-backed answers
            LangChain and LlamaIndex for agent workflows, tool calling, and multi-step reasoning
            Guardrails — PII redaction, prompt injection filters, toxicity checks, and human-in-the-loop review hooks
            LLM observability — LangSmith or custom tracing for latency, cost, and answer quality per session
            Deployment on AWS, Azure, or VPC — API keys in secrets manager, not client bundles
          

          
            
From our GenAI team — EU B2B SaaS knowledge assistant, 5 weeks

            
"12,000 Confluence pages, no internal search that worked, and sales engineers wasting hours finding pricing docs. Miracuves built a RAG assistant with Pinecone, Claude, and role-based document access — answers cite the source paragraph. Support ticket deflection rose 38% in month one. Delivered on week 5 for their enterprise rollout."

          

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

        
          
            25+GenAI products in production
            38%Avg support deflection (RAG assistants)
            4–10Weeks from brief to production API
            $3,699Published starting investment anchor
            100%Prompt + pipeline code ownership
            RAGGrounded answers with citations
          

          
            
              
              LLM Apps
              Chat · Copilot
            
            
              
              RAG
              Vector search
            
            
              
              Agents
              Tool routing
            
          

          
            
#### Why GenAI at Miracuves

            Time to first RAG MVP4–6 weeks
            Model flexibilityOpenAI · Claude · OSS
            Grounding standardCitations on every answer
            Clone-ready baseChatGPT product from $3,699
            Eval harnessRegression before each release
            Source code ownership100% yours
          
        
      
    
  

    
    
    
      
        
          
            
              **25+ GenAI Products Deployed**
            
          
          
## What Miracuves builds — production GenAI you can ship

        
        [View ChatGPT Clone →](https://miracuves.com/chatgpt-clone/)
      

      
        [6 Days01
          
          
            
Generative AI

            
### ChatGPT Clone

            
Chat UI with conversation history, streaming responses, admin panel, and OpenAI API integration — white-label ready.

            From $3,299React + NodeOpenAI](https://miracuves.com/chatgpt-clone/)
        [6 Days02
          
          
            
PROFESSIONAL NETWORK

            
### Linkedin Clone

            
Document ingestion, Pinecone retrieval, citation-backed answers, and SSO — grounded in your Confluence, PDFs, or SharePoint.

            From $6,699LangChainClaude](https://miracuves.com/linkedin-clone/)
        [6 Days03
          
          
            
FREELANCE

            
### Upwork Clone

            
Brand-voice templates, SEO briefs, multi-format output, and approval workflows for marketing teams.

            From $2,899GPT-4oTemplates](https://miracuves.com/upwork-clone/)
        [6 Days04
          
          
            
FREELANCE

            
### Fiver Clone

            
LangChain agents with CRM, calendar, and ticketing tool access — research, draft, and execute multi-step tasks.

            From $3,699AgentsTool APIs](https://miracuves.com/fiverr-clone/)
        [6 Days05
          
          
            
COMMUNICATION

            
### Skype Clone

            
Stable Diffusion or DALL·E integration, prompt library, gallery, and credit-based billing for creative platforms.

            From $2,499SDXLCredits](https://miracuves.com/skype-clone/)
        [6 Days06
          
          
            
VIDEO CONFERENCING

            
### Zoom Clone

            
IDE plugin or web copilot grounded in your codebase — repo indexing, PR summaries, and secure on-prem options.

            From $2,499RAGPrivate repo](https://miracuves.com/zoom-clone/)
      

      **Honest note:** Generative AI excels when you have documents, workflows, or user-facing chat needs — not when a simple search index or rule engine would suffice. Miracuves evaluates retrieval quality, cost per token, and compliance requirements before recommending an LLM stack. We will tell you if a non-GenAI approach fits better.
    
  

  
    
    
      
        
          
            **Technology Comparison**
          
        
        
## Custom GenAI pipeline vs API wrapper vs DIY — which fits your project?

        
Most vendors sell a ChatGPT iframe and call it done. Miracuves answers honestly — production GenAI needs retrieval, evals, guardrails, and observability. Your architecture choice determines accuracy, cost, and compliance.

      

      
        
| Metric | Miracuves GenAI · RAG + Agents  
← MIRACUVES DEFAULT | Off-the-Shelf Wrapper | DIY Prompt Engineering |
| --- | --- | --- | --- |
| Answer accuracy | Grounded — citations from your data | Generic — no proprietary context | Variable — no systematic eval |
| Hallucination control | RAG + reranking + guardrails | Minimal — raw LLM output | Prompt-only — drifts over time |
| Time to production | 4–10 weeks — full pipeline deployed | Fast — days for basic chat UI | Slow — no MLOps for LLMs |
| Compliance & audit | PII filters · access control · trace logs | Limited — vendor-dependent | Ad hoc — rarely production-grade |
| Best for | Enterprise RAG · agents · owned IP | Quick demos · internal experiments | One-off prototypes · no scale plan |

      

      
        
          
Choose Miracuves GenAI if…

          
You need answers grounded in your documents · multi-step agents · published pricing and full code ownership · eval harness before go-live.

        
        
          
Consider an alternative if…

          
A no-code chatbot widget is enough · you only need classical predictive ML without LLMs · or you lack documents/data to ground retrieval. [See ML Development →](https://miracuves.com/service/ml-development/) · [See AI Development →](https://miracuves.com/service/artificial-intelligence-development/)

        
      
    
  

  
  
    
      
        
          
            
              **Technical Architecture**
            
          
          
## How Miracuves engineers structure GenAI projects for production

          
These are the specific decisions our generative AI engineering team makes on every project — choices that determine whether an LLM app stays accurate in production or becomes an expensive chatbot that hallucinates.

          
            
              
### Architecture — Ingest → Embed → Retrieve → Generate

              
Document loaders normalize PDFs, HTML, and wiki exports. Chunking respects semantic boundaries. Embeddings land in Pinecone or Weaviate with metadata filters for tenant and role. Retrieval uses hybrid search plus cross-encoder reranking before the LLM sees context.

            
            
              
### Orchestration — LangChain with explicit tool contracts

              
Agents declare tools with typed schemas — CRM lookup, calendar booking, ticket creation. We ban unbounded agent loops without max-step limits and cost caps. Prompt templates are versioned in git, not edited live in production dashboards.

            
            
              
### Evaluation — Regression suite before every deploy

              
Golden question sets measure faithfulness, citation accuracy, and latency. LangSmith or custom eval runners block releases when scores drop. The most common inherited problem: teams that shipped ChatGPT wrappers with zero eval harness.

            
            
              
                
What most GenAI agencies get wrong

                
Stuffing whole PDFs into the prompt. No reranking. API keys in frontend bundles. No citation requirements. Zero cost monitoring per user session. Miracuves has inherited all of these — starting with RAG discipline is faster than rebuilding trust with users.

              
            
          
        

        
          
            
              
              
              
              rag_chain.py — LangChain RAG
            
            # Production RAG chain with citations
# Used in enterprise knowledge assistants

from langchain_openai import ChatOpenAI, OpenAIEmbeddings
from langchain_pinecone import PineconeVectorStore
from langchain.chains import create_retrieval_chain

def build_rag_chain(index_name: str, tenant_id: str):
    llm = ChatOpenAI(model="gpt-4o", temperature=0)
    store = PineconeVectorStore(
        index_name=index_name,
        embedding=OpenAIEmbeddings(),
        namespace=tenant_id,
    )
    retriever = store.as_retriever(search_kwargs={"k": 8})
    return create_retrieval_chain(retriever, llm)
            Tenant-scoped vector retrieval with LangChain — every answer traceable to source chunks. Used in every RAG product Miracuves ships.
          
        
      
    
  

  
  
    
      
        
          
            **Our Service Models**
          
        
        
## Three ways Miracuves delivers your GenAI 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
          
            
              
                
                
                  
                  
                  
                  
                
              
              
                
                
                  
                  
                  
                  
                
              
              
                
                
                  
                  
                  
                  
                
              
              Chat UI
              LLM API
              Admin
            
          
          
            
Fixed Scope · Fixed Price

            
### ChatGPT Clone Package

            
Miracuves deploys a white-label ChatGPT-style web app — streaming chat, conversation history, admin panel, and OpenAI integration — in 3–4 weeks. Full source code yours.

            Starting from $3,699 — published anchor price
            React frontend + Node backend + admin console
            OpenAI API wired with streaming responses
            LangSmith-ready tracing hooks included
            Full source code · NDA · 60-day support
          
        

        
        
          
            
              
                
                RAGPipeline
                
                
                
                
                
                
                Ingest
                
                Retrieve
                
                Generate
                
                
                
                
                Chunk
                
                Pinecone
                
                Eval
              
            
          
          
            
Custom Development · Full RAG Stack

            
### Custom GenAI Development

            
Miracuves builds from your specification — custom RAG architecture, agent workflows, and integrations. Full team: GenAI engineer, backend, QA, PM.

            Scoped and priced before development begins
            Document ingestion + vector index + eval harness
            Weekly sprint demos — working retrieval every sprint
            Guardrails, SSO, and audit logging as required
            Full source code · prompts · IP 100% yours
          
        

        
        
          
            
              
                
                  Wk 1
                  
                    
                  
                  
                
                
                  Wk 2
                  
                    
                  
                  
                
                
                  Wk 3
                  
                    
                  
                  
                
                
                  Wk 4
                  
                    
                  
                  
                
              
            
          
          
            
GenAI Ops · Monthly

            
### Ongoing GenAI Development

            
Miracuves works as your ongoing GenAI partner — index updates, prompt improvements, model upgrades, and feature work on a monthly retainer.

            From $2,999/month — cancel with 2 weeks notice
            Dedicated Miracuves GenAI team assigned to your project
            Direct communication with GenAI engineers — no account manager relay
            Weekly quality reports — faithfulness, latency, token cost
            Scales up or down as your GenAI needs evolve
          
        
      
    
  

  
  
    
    
      
        
          
            **Quality Standards**
          
        
        
## How Miracuves ensures every GenAI 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.

                  
          Modular RAG — ingest / embed / retrieve / generate separatedArchitecture
          Prompt + pipeline versioning in git — reproducible releasesExperimentation
          Eval regression suite — golden questions before every deployPerformance
          Citation accuracy checks — answers must reference source chunksValidation
          CI/CD — automated ingest, index rebuild, and staged rolloutDelivery
          Tenant isolation — vector namespaces and RBAC on documentsData Quality
          LLM observability — latency, cost per session, quality alertsMonitoring
        
      

    
    
      
        
          
            **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 RAG Eval Coverage Required

              
Unit tests for chunking, integration tests for retrieval pipelines, and contract tests for LLM API responses. Minimum eval score enforced before any release is promoted.

            
          
          
            03
            
              
#### Eval Gate Before Production

              
Every release runs against golden Q&A sets measuring faithfulness and citation accuracy. Streaming latency and token cost are profiled under load before go-live.

            
          
          
            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
            
              
#### Prompt Registry and Rollback Ready

              
Every deployed prompt and index version is tagged in git and the vector store. Rollback to a previous retrieval index is a configuration change — not a rebuild.

            
          
          
            06
            
              
#### Post-Deployment Monitoring — 60-Day Active Support

              
LangSmith or custom dashboards track answer quality, latency, and cost from day one. Miracuves monitors GenAI health during the 60-day post-deployment window — proactive index updates, not reactive firefighting.

            
          
        
      
    
  

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

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

      

            
        OAOpenAI APIGPT-4o · embeddings · function calling
        ClClaude APIAnthropic · long context · safety
        LCLangChainAgents · chains · tool routing
        LILlamaIndexDocument indexes · query engines
        PCPineconeVector DB · hybrid search
        WVWeaviateSelf-hosted vectors · GraphQL
        HFHugging FaceOpen models · inference endpoints
        PyPython 3.11+FastAPI services · async pipelines
        FAFastAPILLM API gateway · streaming SSE
        RdRedisSession cache · rate limiting
        PgPostgresChat history · audit logs
        S3AWS S3Document storage · ingestion
        LSLangSmithTracing · eval datasets
        DkDockerContainerized inference workers
        K8KubernetesAuto-scaling LLM workers
        RtReactChat UI · admin consoles
      
    
  

  
  
    
      
        
          
            **Our Process**
          
        
        
## From brief to deployed GenAI app — what happens and when

        
Every generative AI engagement follows the same delivery spine — whether you start from our ChatGPT clone base or a custom RAG architecture. You always know what Miracuves is building, what documents or APIs you need to provide, and what ships at each milestone. Timelines reflect standard GenAI delivery; enterprise RAG runs milestone-based with the same quality gates.

      

      
        

          
          
            
            
              
              
            

            
            
              
                
                  
                
              
              
### Brief & NDA

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

            

            
            
              
              Step 01
            
          

          
          
            
            
              
              
            

            
            
              
                
                  
                  
                
              
              
### Scope & Plan

              
LLM provider, retrieval stack, and eval criteria 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

              
Golden-question eval suite, citation checks, and latency profiling on staging before go-live.

            

            
            
              Step 04
              
            
          

          
          
            
            
              
            

            
            
              
                
                  
                
              
              
### Launch & Handoff

              
Source code, prompt library, vector index docs, API specs, and observability dashboards delivered. 60 days active support.

            

            
            
              
              Step 05
            
          
        
      

      
        **Same Day**NDA turnaround
        **4–10 Weeks**Standard GenAI delivery
        **24 Hours**First commit after scope
        **60 Days**Post-launch support
      
    
  

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

        
We publish prices because we are confident in what we deliver. LLM API usage is billed separately at provider rates — Miracuves quotes engineering and infrastructure, not hidden token markups.

      

      
        
          
### ChatGPT Clone Base

          $3,299 from
          
Fixed price · 3–4 week delivery · scoped

          
- ChatGPT-style web app — React + Node
- Streaming chat, history, admin panel
- OpenAI API integration wired
- Full source code on handoff
- 60-day post-launch support
- NDA protected from day one

          [View ChatGPT Clone](https://miracuves.com/chatgpt-clone/)
        

        
          Most Requested
          
### Custom RAG / Agent Build

          Custom Quote
          
Scoped before build · milestone billing

          
- Full GenAI team — backend + frontend + QA
- Document ingestion + vector index + eval harness
- Weekly sprint demos — working retrieval
- Guardrails, SSO, and audit logging
- Full source code · complete IP transfer
- Milestone billing — no pay before delivery

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

        
          
### Ongoing GenAI Ops

          $2,999/mo
          
Monthly retainer · cancel with 2 weeks notice

          
- Index updates and prompt improvements
- Eval monitoring and model upgrades
- 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:** GenAI projects fail when scope is vague. We document retrieval architecture, eval criteria, and LLM provider choice before kickoff — so cost reflects real engineering, not surprise SOW changes.

      
        
          
What affects GenAI project cost at Miracuves

          
ChatGPT clone pricing stays fixed when scope matches the base product. Custom builds scale with: document volume and formats, number of data sources, multi-tenant RBAC, agent tool integrations (CRM, ticketing), on-prem vs cloud LLM hosting, fine-tuning requirements, and compliance (HIPAA, GDPR) scope.

        
        
          
Typical GenAI budget ranges

          
**ChatGPT clone base:** from $3,699 · 3–4 weeks.  

            **Custom RAG assistant:** $14,000–$35,000 · 6–10 weeks depending on data complexity.  

            **Multi-agent platform:** $25,000–$60,000 · 8–14 weeks.  

            **Ongoing retainer:** from $2,999/month for index and prompt maintenance.  

            LLM API costs are passed through at provider rates — quoted separately in writing.

        
      
    
  

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

        
An EU-based B2B SaaS company had 12,000 Confluence pages and no internal search that sales engineers trusted. Support spent 40% of tickets answering questions already documented — and GDPR rules blocked sending docs to public ChatGPT.

        
          
            01
            
              
The Challenge

              
Build a private knowledge assistant grounded in Confluence and PDF playbooks — with role-based access, citation links, and EU data residency — scoped to five weeks before enterprise customer rollout.

            
          
          
            02
            
              
What Miracuves Delivered

              
LangChain ingestion pipeline, Pinecone with tenant namespaces, Claude for generation, cross-encoder reranking, and a React chat UI with source citations. Deployed on AWS eu-west-1 with SSO and audit logs for every query.

            
          
          
            03
            
              
Outcome

              
Delivered on week 5. Support ticket deflection rose 38% in month one. Sales engineers reported 2+ hours saved per week finding pricing and integration docs. Full source code and prompt library transferred — their team extended the index to Slack archives themselves.

            
          
        

        
          **38%**Ticket deflection
          **5 Weeks**Full delivery
          **100%**Source owned
        
        [View All Case Studies →](https://miracuves.com/portfolio/)
      
    

    
      
        
          
Client Testimonial

          
"We could not send our playbooks to public AI tools — compliance would not allow it. Miracuves built a RAG assistant that cites the exact Confluence paragraph, respects role permissions, and runs in our EU region. Week-five delivery was real — our CS team had it before our enterprise launch."

          
            LK
            
              
L.K., VP Product

              
B2B SaaS · EU Knowledge Assistant

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

        
          
Project Brief

          Solution typeEnterprise RAG Assistant
          Delivery timeline5 weeks
          StackLangChain · Pinecone · Claude
          Key integrationsConfluence · SSO · AWS eu-west-1
          Document corpus12,000 pages · multi-role RBAC
          Source code100% client-owned
        

        
          38%Ticket deflection
          5wDelivery time
          2h+Saved per rep/week
        
      
    
  

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

        
Across RAG assistants, ChatGPT clones, content generators, and agent workflows — from B2B SaaS to legal tech — verified on Clutch and Google.

      

      
        
          ★★★★★
          
Clutch · Enterprise RAG

          
"Miracuves built our internal knowledge assistant in five weeks — grounded answers with citations, SSO, and EU hosting. Support deflection hit 38% in the first month. Their GenAI team understood compliance constraints from day one and never suggested shortcuts we could not ship."

          
            LK
            
L.K., VP Product

B2B SaaS · EU

          
          LangChain · RAG · Claude
        

        
          ★★★★★
          
Google Reviews · ChatGPT Clone

          
"We launched a white-label ChatGPT product for our agency clients in under four weeks. Miracuves delivered the full React frontend, admin panel, and API integration — our team rebranded and resold it immediately. Source code was clean and documented. Best ROI project we ran last year."

          
            JT
            
J.T., Founder

Digital Agency · North America

          
          ChatGPT Clone · OpenAI · White-label
        

        
          ★★★★★
          
Clutch · Legal Tech

          
"Contract review was drowning our paralegals. Miracuves built a RAG system over our clause library with highlight citations and human review queues. Turnaround on first-pass review dropped 45%. They set up eval tests so we catch regressions when we update the index — that discipline is rare."

          
            NP
            
N.P., COO

Legal Tech · UK

          
          RAG · Pinecone · Eval harness
        
      

      
        **4.9 / 5.0**Clutch average rating
        
        **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 intelligent systems with these technologies at Miracuves

      
      
        [AI Platform

AI Development](https://miracuves.com/service/artificial-intelligence-development/)
        [LLM

LLM Development](https://miracuves.com/service/llm-development/)
        [Predictive

ML Development](https://miracuves.com/service/ml-development/)
        [NLP

NLP Development](https://miracuves.com/service/nlp-development/)
        [Language

Python Development](https://miracuves.com/service/python-development/)
        [Pipelines

Data Engineering](https://miracuves.com/service/data-engineering/)
        [Product

ChatGPT Clone](https://miracuves.com/chatgpt-clone/)
        [Backend

Node.js Development](https://miracuves.com/service/node-js-development//)
      
    
  
    
    
      
        
          
            **Frequently Asked**
          
        
        
## Questions about generative AI development at Miracuves

      

      
        
          
What is generative AI development at Miracuves?

          
Miracuves designs, builds, and deploys production LLM applications — RAG knowledge assistants, ChatGPT-style products, AI agents, and content generators. We handle orchestration (LangChain/LlamaIndex), vector retrieval, guardrails, eval harnesses, and deployment. You receive full source code and prompt assets with 100% IP ownership.

        
        
          
How long does a RAG project take?

          
A scoped RAG assistant — document ingestion, vector index, chat UI, and eval suite — typically ships in 6–10 weeks. Our ChatGPT clone base delivers in 3–4 weeks from $3,699. Complex multi-agent systems take 10–14 weeks. Working retrieval prototypes are demonstrated within the first 2–3 weeks so you can validate approach early.

        
        
          
Which LLM providers does Miracuves support?

          
OpenAI (GPT-4o), Anthropic (Claude), and open-weight models via Hugging Face inference endpoints. Provider choice depends on context length, cost, compliance, and latency requirements. Miracuves architects for provider swap — you are not locked to a single vendor API.

        
        
          
How do you reduce hallucinations in production?

          
RAG with citation requirements, cross-encoder reranking, metadata filters, and golden-question eval suites before every release. We do not rely on prompt instructions alone. Answers that cannot be grounded in retrieved chunks return a controlled fallback — not invented facts.

        
        
          
Can Miracuves deploy GenAI in our private cloud or VPC?

          
Yes. We deploy on AWS, Azure, or GCP with data residency controls. For strict compliance, we support on-prem vector stores and self-hosted open models. API keys and document stores never ship in client-side bundles.

        
        
          
What documents can be indexed for RAG?

          
PDFs, Word docs, HTML, Confluence, SharePoint, Notion exports, ticketing systems, and database records via connectors. Miracuves assesses chunking strategy and access control per source during discovery. OCR is available for scanned documents.

        
        
          
Do I own the source code and prompts?

          
Yes — 100% IP ownership on every engagement. Application code, prompt templates, ingestion pipelines, and infrastructure-as-code transfer on handoff. LLM API usage is billed at provider rates; Miracuves does not resell tokens with hidden markup.

        
        
          
What is included in post-launch support?

          
60 days of active support covering bug fixes, index tuning guidance, and eval interpretation. Ongoing index updates, prompt improvements, and model upgrades are available through our monthly GenAI ops retainer from $2,999/month.

        
      
    
  
    
      
        
        
          
            
              **Get Started**
            
          
          
## Ready to build your GenAI application with Miracuves?

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

          
            **500+**GenAI applications delivered
            **4–10 Weeks**GenAI delivery
            **100%**Source code 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 Generative AI Team · Last updated May 2026 · [Clutch & Google Reviews](https://miracuves.com/reviews-awards/)
      
    
  

(function () {
  // Immediately reveal all animation elements
  document.querySelectorAll('.ta .rev,.ta .revl,.ta .revr,.ta .stag').forEach(function (el) {
    el.classList.add('in');
  });
  // Also set up IntersectionObserver for scroll-reveal effect
  var els = document.querySelectorAll('.ta .rev:not(.always),.ta .revl:not(.always),.ta .revr:not(.always),.ta .stag:not(.always)');
  if (!els.length) return;
  var io = new IntersectionObserver(function (entries) {
    entries.forEach(function (e) {
      if (e.isIntersecting) { e.target.classList.add('in'); io.unobserve(e.target); }
    });
  }, { threshold: 0.10, rootMargin: '0px 0px -50px 0px' });
  els.forEach(function (el) { io.observe(el); });
})();