Presenter Video App · Production Ready

White Label AI Video Generator - Avatar Video & Localization Platform You Own

Miracuves' white label AI video generator is a ready-made, white-label avatar video platform you own outright, shipping a React web app, render workers, an 18-tab operator console and full source code, hosted on your servers in six working days.

Every video runs as one tracked job, from script through avatar and voice to render, translation and export, and plan caps are checked on the server before anything queues. Rendering uses AI provider accounts you open and pay for. It is responsive web; no native mobile app is included. Native iOS and Android apps can be added as custom work, quoted in writing before it starts; custom builds typically run 2-8 weeks.

Launch in 6 Days with

  • Full Source Code
  • React Web App
  • REST + GraphQL
  • Render Workers
  • Operator Console
  • Docker + CI/CD

StackReact · TypeScript · Node.js · Express · PostgreSQL · Drizzle · Redis · Docker

Command center · OperationsIllustrative
Videos rendered today1,284
Translations queued312
Interface languages8

Live job feed

Admin · Operator DashboardReal screen
White Label AI Video Generator - Avatar Video & Localization Platform You Own - real admin screen, Operator Dashboard
App in action
One tracked jobfrom script to export
  • 8Interface LanguagesEnglish, Spanish, French, German, Hindi, Arabic, Chinese and Portuguese
  • 4Demo Loginsbrowser logins for viewer, creator, manager and platform admin
  • 0%Revenue Share With Miracuvesno license fee and no charge per video or per seat from us
  • 3Support Windows60 days of onboarding help, 6 months of priority patches, 1 year of free updates
  • 6Days to Launchand if the delay is ours, we keep going free
  • $3,699Paid Once, Not Rentedsource code yours, no per-seat fee, no monthly rental

Live in six working days, or we keep working free until you launch. Every build carries 60 days guidance, 6 months bug fixes and 12 months updates.Verify every figure

Enterprise Rollout in Singapore

A marketing organization, identity withheld under NDA, consolidated its scattered video tools here and localized campaign video without a separate translation vendor, with 18 admin tabs in use.

Consent Belongs to the Operator

The software grants no license to anyone's face or voice: written consent for custom avatars and cloned voices, synthetic-media labels and output moderation are yours to run.

Billing Through Your Own Stripe

Workspace subscriptions, plan caps and metered API access are built in and the flow is Stripe-compatible; real money moves once your own Stripe account and webhooks are connected.

Ready to own your white label AI video generator?Talk to a Product Expert

6,000+ companies across the world work with us

Miracuves named one of the best managed IT service providers in New York City by Expertise.comMiracuves is an official member of Forbes Business CouncilMiracuves is a verified agency with design rush. Miracuves is reviewed on TrustpilotMiracuves is one of the top managed service providers, companies by themanifest. Miracuves ranked as a top software development company by Design Rush. Miracuves is recognized as top software developed company by goodfirms. Miracuves Ranked among top 1000 companies globally by ClutchMiracuves is a top-minus service provider in the United States by Clutch

01See it live

Try It Yourself

AI Video Generator Demo - Creator Workspace, Manager Console & Operator Control Desk

Judge Miracuves' white label AI video generator on the real thing. Four live logins match the four roles the platform defines: someone who views, someone who produces, someone who governs a workspace and someone who runs the entire deployment. Sign in as each one and the interface narrows to what that role is permitted to do.

Video library with recent PDF, URL, customer story and social video projects
Member Permissions

Viewer Experience - Read-Only Access

A read-focused view of workspaces, finished videos, shared projects and notifications, with none of the controls a viewer should not touch.

  1. 1Launch the web app in any browser
  2. 2Sign in with the demo login shown below
  3. 3See the Dashboard, Videos and Notifications
Try:test@example.com | password123
Creator dashboard with six AI video workflows and recent projects
Producer Workspace

Scripts, Avatars, Voices & Rendering

Where daily production happens: write a script with version history, choose an avatar and a voice, apply a template, generate, and follow the job from pending to processing to completed.

  1. 1Launch the web app in any browser
  2. 2Sign in with the demo login shown below
  3. 3See the Editor, Templates, Assets and Export
Try:creator@mxvidgen.com | creator123
Billing page with video usage, current Business plan, upgrade options and payment history
Team Lead Console

Members, Plans, API Keys & Webhooks

Where a workspace is governed: invite people and assign roles, check plan and usage, issue metered API keys, set up webhooks with delivery history and review the workspace audit log.

  1. 1Launch the web app in any browser
  2. 2Sign in with the demo login shown below
  3. 3See Team, Billing, API keys and Webhooks
Try:manager@mxvidgen.com | manager123
Platform Command Center with usage metrics, account status and system configuration
Operator Control Desk

18 Tabs of Deployment-Wide Control

Where the operator works: every workspace, user, project and video across the deployment. It also covers asset CRUD, session revocation, integration settings that have Save and Test buttons, and audit logs spanning the whole platform.

  1. 1Open the admin console from any browser
  2. 2Sign in with the demo login shown below
  3. 3See Workspaces, Users, Config and Integrations
Try:admin@mxvidgen.com | admin123

Watch a Render Run

AI Video Generator Walkthrough - Scripts, Rendering, Localization & Admin

Prefer a guided tour? Book a 30-minute call to plan avatars and voices, language coverage, plan structure, AI provider choice and your go-live order.

Book a live walkthrough call

Every Screen Shown

AI Avatar Video Platform Screens - Viewer, Creator, Manager & Platform Admin Flows

Miracuves splits the platform into four roles, and each one has a different job. Viewers watch. Creators write and generate. Managers handle the team, the plan, API keys and webhooks. Platform admins run the deployment as a whole. Walk through each before you buy.

White-label branding settings for company identity, colors, typography and previews
Creator dashboard with six AI video workflows and recent projects
Labs with Prompt-to-Avatar, generative backgrounds and live avatar experiments
Video Translator with file upload, language selection, voice cloning and subtitles
Video library with recent PDF, URL, customer story and social video projects
Video Agent form for prompts, URLs, PDFs and presentation-based projects
Landing page for scalable AI video production, translation and voice cloning
Login with Admin, Manager, Creator and User demo accounts
Video catalog with AI avatars, localization and voice cloning features
9 screens · scroll →
AI provider priorities for text-to-speech and video generation services
Integrations for social authentication, Higgsfield, PlayHT and Stripe
Billing page with video usage, current Business plan, upgrade options and payment history
Project administration with generation status, formats and lifecycle controls
Infrastructure settings for storage, Redis, feature flags and AI providers
Translation operations table with job status, languages, workspaces and dates
Member management with roles, workspace assignments and invitation status
Webhook administration with endpoints, events, delivery history and retry controls
Administrator dashboard with workspace controls, metrics and AI video workflows
Platform Command Center with usage metrics, account status and system configuration
10 screens · scroll →
Want a guided tour of one particular flow?Browse Our Solutions

02Proof

From Our Clients

Client Reviews - Real Operators, Real Launches

What operators who run video platforms commercially say about working with us, from marketing teams to agencies and training groups. Where requested, client identities are withheld under NDA.

BBen Loyd HolmesCo-founder & CTO, URView Media
“Player, CMS, subscriptions and the apps were all there. We brought the content pipeline, our recommendation logic and the parental-control layer. Live in weeks, not the six months a custom build would have cost, and we hit our Q1 window.”
AAdelek AdrianFounder & Creative Director, Kroon LLC
“Booking, brief capture, the recording queue and creator payouts came ready. We localised the brief templates and added a mobile-money payout mix for our region. We launched with eighty creators onboarded on day one, and it looks like our platform rather than a US template.”
oooivioo TeamFounding team, ooivioo
“Creators, categories and a local payout mix were our contribution. The booking flow, brief capture and recording queue were already built. Live in weeks with creators onboarded from day one.”
GGregnor RatinikFounder, Nelstream
“Upload, transcode and playback is a queue problem before it is a product problem. Miracuves had that pipeline built, so we spent our time on the channel model and how creators get discovered. It went live in weeks and has absorbed everything we have thrown at it since.”
See More Client TestimonialsFounders, CTOs and operator teams on our testimonials page

Deployed and Running

AI Video Platform Case Study - Enterprise Marketing Deployment

Case study: a large enterprise marketing organization consolidated its scattered video tools onto a single Miracuves AI video platform. Under NDA, the client’s identity is not disclosed.

Case Study
Enterprise Marketing Deployment - Multilingual AI Video Platform

Multilingual campaign video for a distributed marketing organization, produced on a white label AI video platform from Miracuves.

Name withheld under NDAClient
SingaporeRegion
Avatar Video & Localization OpsIndustry
18Admin tabs in use
8Interface languages live
5 wksScript to published clip
Platform Command Center with usage metrics, account status and system configuration
Challenges
  • Localized campaign video with no separate translation vendor
  • Each brand team limited to its own workspace content
  • Rendering on queues that held up through campaign-week spikes
Goal
  • One governed platform for script, avatar, voice, translation and export
  • Audit trails and role controls that satisfied the security review
  • Repeatable video production instead of one project at a time
A Miracuves-Built Platform
  • Generation, translation and export pipelines on queues
  • Subscriptions per workspace, usage limits & metered API
  • Eight interface languages, switchable at runtime
  • Versioned scripts, templates, scenes, avatars & voices
  • Express API, Redis-backed workers and an inline fallback
“The admin command center is what got this through procurement. Eighteen tabs of control and a real audit trail.”Head of Marketing Technology · Enterprise marketing team - name withheld under NDA
Reach our render specialistsWalk through how this enterprise deployment came together.

03The product

Start Here

What Is a White Label AI Video Generator?

A white label AI video generator is a complete AI video platform you run as your own product, and Miracuves sells it as source code you keep. Someone writes a script, chooses an avatar plus a synthetic voice for the voiceover, then the system renders a presenter-style AI avatar video from that text in a text to video flow. Around that sits what a business needs to operate it: separate workspaces for teams and clients, script version history, reusable templates and media libraries, AI video localization, export presets, analytics, subscription billing and an admin console for the operator.

AI video studio displayed across laptop, tablet and mobile devices

Web App, API & Automation

A React web app, a versioned REST API with GraphQL beside it, and webhooks that drive event-based automation.

Rebrand Every Surface

Brand identity, colors and fonts, legal links, copy, custom CSS and player styling, plus controls to switch white-label on.

Governance Built In

Workspace roles, owner-only settings and audit logging ship with the product, alongside an 18-tab platform admin console.

The Source

What Does Owning the Source Mean?

The code is yours. Host it on your own infrastructure and decide your plans, limits and commercial terms.

Video catalog with AI avatars, localization and voice cloning features

Buy from Miracuves and you:

  1. 01Hold 100% of the source code
  2. 02Live in 6 days instead of months of development
  3. 03Stay free of long-term vendor lock-in
  4. 04Bring in new providers, languages and workflows as you grow

Put simply: it is the quickest way to run an AI video business on a platform you own, with production workflow, billing model and governance already in place.

What Ships With It

White Label AI Video Generator Features - Avatar Video, Localization, Exports, Analytics & Team Control

Miracuves covers everything from an empty script to a distributed, measured video, along with the business and operations tooling that surrounds it. Each capability is tagged with the readiness label from the technical docs, which reads Included, Supported, or Configuration required.

Feature 01 / 12

Scripts With Version History

Draft, edit and roll back. Each version is saved as an immutable snapshot, never overwritten.

  • Script editor with immutable version snapshots
  • Roll back to any previous revision
  • Avatar and voice chosen per project
Feature 02 / 12

Rendering on Worker Queues

Video jobs run on workers with explicit states, so a long render never blocks a request or disappears unnoticed.

  • Generation queued on workers with true status changes
  • States: pending, processing, completed, failed, canceled
  • Each generation attempt logged by provider and config
Feature 03 / 12

AI Video Localization

Translation is its own workflow stage with its own status, rather than a re-render of the original job.

  • Dedicated translation stage with its own worker
  • Per-job choice of language, voice and subtitles
  • Status tracked apart from the source video
Feature 04 / 12

Exports & Delivery

Presets for format and resolution, an export queue with history and entitlements set by plan.

  • Presets controlling format and resolution
  • Export queue with history and a download lifecycle
  • Plan-based resolution entitlements
Feature 05 / 12

Avatar & Voice Catalogs

Searchable avatar and voice catalogs, plus validated voice-cloning uploads.

  • Searchable avatar library with detail views
  • Voice library with a language filter
  • Validated uploads for voice cloning
Feature 06 / 12

Templates & Scene Building

Public and workspace templates you can reuse, composed scene by scene.

  • Template catalogs, public and per workspace
  • Composition at scene level inside each template
  • Import, export and apply templates
Feature 07 / 12

Media Library

Workspace media organized in folders and tags, with bulk actions and checked uploads.

  • Per-workspace media library using folders and tags
  • Bulk tagging and bulk deletion
  • Uploads checked for extension, MIME type and size
Feature 08 / 12

Analytics & Reports

KPIs per workspace, detail per video, geography and device breakdowns, with CSV and JSON export.

  • Workspace KPIs plus per-video detail
  • Breakdowns by country, device and event
  • Reports exported as CSV or JSON
Feature 09 / 12

Teams & Permissions

Invite members, assign owner, editor or viewer scope, and manage every invite. A single deployment can also host several client accounts, each kept in its own workspace.

  • Invite members and assign a role
  • Scopes for owner, editor and viewer
  • List and cancel pending invites
Feature 10 / 12

API Access & Webhooks

Metered API access and event-driven automation, with delivery logs and retries.

  • API keys metered per endpoint and per day
  • Webhooks with delivery logs, retries and rotating secrets
  • REST, GraphQL and Swagger for developers
Feature 11 / 12

Plans, Billing & Limits

Subscriptions per workspace, with generation and export limits enforced on the server.

  • Workspace subscriptions with a plan and billing cycle
  • Plan-based caps on generation and export
  • Stripe-compatible billing that ingests webhooks
Feature 12 / 12

Interface in Eight Languages

Eight locales with 156 keys each, switched at runtime with no reload.

  • Eight interface languages, switchable at runtime
  • 156 translation keys in each locale
  • Each user’s language preference saved
Purchase reminder:

All of the above is white-label and set by the operator through feature flags and provider settings. Generation runs through AI provider accounts you open and pay for, under their terms, so output quality depends on those providers; Miracuves has no model of its own. Providers switch at runtime from the admin console, with no redeploy.

Talk to Our Team

How You Earn

Revenue Models - Subscriptions, Usage Limits, Metered API & Reseller Licensing

Monetization in Miracuves' white label AI video generator lives in the data model, not on top of it. Subscriptions sit at workspace level, plan limits are checked on the server when a video is generated or exported, and API calls are metered per endpoint per day, which turns a developer tier into something you can actually sell.

  1. 01

    Subscriptions per Workspace

    Each workspace holds one active subscription, with plan, status and billing cycle stored as the record of truth.

  2. 02

    Generation Limits by Plan

    Limits are checked before a video job enters the queue, so overage is blocked up front instead of billed afterwards.

  3. 03

    Export Tiers

    Which resolutions and formats a customer can export depends on the plan, enforced in the export service, not just hidden in the UI.

  4. 04

    Metered API Revenue

    API keys belong to a workspace and usage is logged per endpoint per day, so you can sell a metered developer tier.

  5. 05

    Seats & Team Growth

    Invitations and role assignment make pricing per seat or per workspace simple to run. Start by pricing the workspace, since a team shares one production pipeline inside it, and add seat charges as a customer grows.

  6. 06

    Reseller Licensing

    Branding controls and white-label switches let agencies and resellers offer the platform to their own clients.

AI video generator revenue benchmarks: workspace tiers, credit allowances, API metering and seat or guest limits, using prices published by HeyGen and Synthesia.
Revenue streamHow it is chargedTake rateTypical rangeWhat sets the ceiling
Subscriptions per WorkspaceOne active plan per workspace, with a price step between each tier and a volume ladder on the top one.Synthesia Pro $89 for 6,000 credits, up to $676 for 48,000; HeyGen Business $149.Volume discounts. Synthesia's ladder cuts the per-credit price by only 1.25% to 5%, so most revenue still comes from the tier choice itself.
Generation Limits by PlanBefore a job enters the queue, its credits or minutes are checked, which means overage is blocked rather than billed.Synthesia: 500 credits free, 1,250 on Starter ($29); HeyGen Business: 1,500 credits.Time per video. HeyGen's Business plan allows 60-minute videos while Creator and Pro stop at 30, so length is a second limit besides credits.
Metered API RevenuePer-minute or per-credit billing of programmatic renders through workspace API keys.HeyGen: Avatar III $0.0167 a second, Avatar V $0.0667; Synthesia: 160 credits a minute.Avatar engine. HeyGen's top engine costs four times its entry one per second, and its API credits expire 12 months after purchase, which caps stockpiling.
Seats & Team GrowthPricing by invited member, guest count or learner seat once a team grows past one user.HeyGen $20 per Business seat; Synthesia $29 per learner seat; Starter 3 guests, Pro 5.Guest counts act as a softer seat limit. Synthesia caps guests at 3 on Starter and 5 on Pro, so pricing can use access rather than only paid seats.

How to read this. Prices per plan and the credit tiers come from Synthesia and HeyGen pricing pages, and the API credit rate from Synthesia's own credits article. Per-second API prices and the credit-expiry rule are on HeyGen's pricing comparison and API pricing help article. The 1.25% to 5% ladder figures are Synthesia's listed discounts on larger credit packs. All are vendor-set commercial terms, subject to change, and not regulated rates. Use them to test assumptions, because they are not an offer or a revenue forecast.

Revenue Model

White Label AI Video Generator Revenue Model, Stage by Stage

Every revenue line is already in the data model of Miracuves' white label AI video generator, so an operator can open with one paid tier and layer the rest on as customers arrive.

Launch

Open with one workspace plan whose generation limit is set from your provider's render rate, so the first paying customers cover their own render spend.

Traction

Add export tiers that keep higher resolutions and formats for upper plans, then charge for seats once teams invite more members.

Scale

Sell metered API keys to software teams and wholesale the platform to agencies, who offer it to their own clients under their brand.

Charges run through your own Stripe account, and Miracuves earns no license fee, revenue share or per-video charge.

Important:

Plans, entitlements and usage are all modeled, and the build integrates a Stripe-compatible flow. Real charges flow through your own Stripe account as soon as its webhooks are set up.

Talk to Our Team

Operate It Without Developers

AI Video Software Admin Command Center - Users, Workspaces, Content, Settings & Render Job History

Miracuves built this console so the white label AI video generator works as a platform and not a generation demo. A separate platform-admin route, protected by its own middleware, gives the operator control of every workspace, user, project and video in the deployment, spread across 18 tabs.

Platform Command Center with usage metrics, account status and system configuration
Infrastructure settings for storage, Redis, feature flags and AI providers

Tabs in the Command Center

  • 01

    Workspace Control

    Suspend, reassign the owner, switch plans or delete any workspace, and see usage and billing for each account.

  • 02

    Seat & Role Admin

    Suspend, delete, make admin, reset passwords, or impersonate a user to help with support.

  • 03

    Project Management

    Archive, restore, delete or move projects between workspaces with no direct database work.

  • 04

    Content Management

    Manage avatars, voices, templates, assets and webhooks across the platform, and preview templates scene by scene.

  • 05

    Session Management

    See active sessions for any user in the deployment and revoke one or all of them.

  • 06

    Integration Settings

    Nine configuration sections editable at runtime, each with Save and Test buttons, so switching a provider needs no redeploy.

  • 07

    Live Settings Panel

    Storage mode, Redis on or off, feature flags, provider settings, email, LLM model and billing plans.

  • 08

    Platform Announcements

    Push one notification to every user on the platform from a single screen.

  • 09

    Cross-Workspace Analytics

    Analytics across all workspaces with a period picker, plus oversight of translations and exports.

  • 10

    Audit Trail Viewer

    A platform-wide record of security-sensitive actions, logging who acted, what they did and on which resource.

  • Overview of platform-wide counts for users, workspaces, projects and videos
  • Workspaces: suspend or unsuspend, reassign owner, switch plan, delete, review usage and API keys
  • Users: suspend, delete, grant or remove admin, reset passwords, impersonate
  • Projects: archive or unarchive, delete, move between workspaces
  • Full CRUD for videos, avatars, voices, templates, assets and webhooks
  • Separate tabs cover Sessions, Members and Analytics, plus Translations, Exports, Config, Integrations and Audit Logs
Permission model:

Each command center route sits behind its own platform-admin middleware, which checks for the super-admin flag and answers 403 if it is missing. Suspension is enforced in the auth layer, so a suspended user, or anyone in a suspended workspace, is locked out of every authenticated endpoint.

Talk to Our Team

04What is delivered and what it costs

Everything Handed Over

In the Package - Source Code, Clients, Hosting & Rollout

The full platform and its documentation are handed over by Miracuves, rather than a trimmed demo build. The one-time payment ends what you owe Miracuves: no license fee, no share of revenue and nothing per video, seat or workspace. Your running costs are hosting, the AI provider accounts you open and any payment or messaging services you connect.

Creator dashboard with six AI video workflows and recent projects
01

Web Workspace

The full React and TypeScript workspace your users work in, deployed on a domain you control.

  • Web app in React and TypeScript, bundled with Vite
  • Modules separated at route level, with protected areas
  • Navigation that respects roles, plus owner-only controls
02

Backend API

An Express service exposing versioned REST, GraphQL and a Swagger documentation surface.

  • Versioned REST routes on an Express and TypeScript API
  • A GraphQL endpoint that caps query complexity
  • Swagger docs your developers can browse
03

Entity Layout

PostgreSQL through Drizzle, with its full migration history and workspace tenancy in the business tables.

  • Drizzle-managed PostgreSQL schema plus its migration history
  • Tenancy scoped to the workspace across business tables
  • Ten migrations in sequence, platform-admin columns included
04

Background Workers

Generation, translation, export and webhook jobs run in four queue domains, Redis-backed or inline.

  • Four queue domains covering generation, translation, export and webhooks
  • Redis-backed mode spreads processing across instances
  • An inline fallback keeps smaller environments working
Administrator dashboard with workspace controls, metrics and AI video workflows
05

Operator Control Desk

An 18-tab console for platform admins, guarded by its own authorization middleware.

  • Interface in eight languages, 156 keys per locale
  • Language switches at runtime, no reload needed
  • Each user’s language choice is remembered
06

Your Identity Everywhere

Your name, colors, fonts, copy, legal links and player styling, applied across the product.

  • Complete rebrand: name, logo, colors, typography and copy
  • Configurable legal, support and social links
  • Custom CSS and player styling supported
07

Deployment Help

Docker builds, CI/CD pipelines, cloud setup and health checks to confirm the deploy.

  • Multi-stage Docker builds for both frontend and backend
  • CI/CD definitions that test, build and deploy
  • Health and readiness endpoints to verify each release
08

Support After Launch

Guidance runs for 60 days, priority fixes for 6 months and free updates for 1 year.

  • Documentation set covering the PRD, ERD, feature catalog, API collection, schema interpretation, security handbook, technical dossier, security audit and VAPT posture
  • Dedicated platform guidance for 60 days, priority bug fixes for 6 months
  • One year of free updates
60 days of onboarding help
6 months of priority patches
1 year of free updates
Limitation to know:

The product is responsive web for every screen size, and native mobile apps can be built as custom work whenever your roadmap needs them.

Talk to Our Team

Clear, One-Time Pricing

How Much Does a White Label AI Video Generator Cost?

A white label AI video generator from Miracuves starts at $3,699, paid once, with the source code included. The final figure moves with the AI providers you connect, the languages you localize into, rendering and export scope, the number of integrations, how deep the branding goes and how complex your hosting is.

Most Chosen

Professional

Ready-Made Platform, Source Included
$3,699paid up front
Live in 6 days

Suits teams who: Agencies, SaaS and marketing-tech teams, L&D groups & AI video startups

The platform you see in the demo, carrying your branding and hosted on your own servers.

Start Your Build

Enterprise

Custom Scope, Integrations & Scale
Customquote
Timeline set by final scope

Suits teams who: Large marketing teams, training providers, media groups & multi-brand operators

Built around your own requirements, integrations and hosting setup.

Ask for a Quote
Development Cost

White Label AI Video Generator Development Cost in 2026

For $3,699, settled once, you get the platform behind the four demo logins: the React web workspace, an Express API with REST, GraphQL and Swagger, render workers in four queue domains, the 18-tab operator console, Docker and CI/CD builds, the documentation set and every line of source, hosted on your servers within six working days.

$3,699 Paid once
6 working days Rebranded and live
0% Revenue share

Your render, hosting and provider bills sit outside this price

  • Render time charged by the avatar and voice providers you choose
  • Hosting and media storage, local or S3-style
  • Payment and messaging services you connect
  • Voice and translation providers for each extra market
  • Add-on modules such as native mobile apps or single sign-on

Native iOS and Android apps and other custom modules are scoped and priced in writing up front, with 2-8 weeks as the usual build window, and multi-brand or heavy-volume deployments move to the Enterprise tier on final scope.

Compare Your Options

Ready-Made White-Label AI Video Generator vs Custom Development vs SaaS

Selling AI avatar video under your own name works on software bought from Miracuves, a commissioned build or a rented seat plan, and only the first leaves code and margin with you.

CriteriaMiracuvesReady-Made White-Label AI Video GeneratorCustom DevelopmentSaaS
Launch timeDeployed in 6 days on your domainQuoted in writing, typically 2-8 weeksSign up and start the same day
Upfront cost$3,699 paid onceQuoted in writing for your scopeLow entry, then a recurring subscription
Source code ownershipFull React, Express and worker sourceYours if the contract assigns itStays with the SaaS vendor
CustomizationChange plans, providers, branding and flowsUnlimited, billed as extra build timeSettings, themes and plan limits only
Ongoing feesNo license fee or revenue shareMaintenance billed by the agencyMonthly fees that rise with usage
Branding & app-store listingYour name, colors and player stylingYour brand, built from a blank screenVendor branding or a shared listing
Best forAgencies reselling AI video to clientsProducts no existing model can serveTesting demand before you invest

Same product, other editions: HeyGen Clone · Browse all AI and Automation solutions

Ownership

What White Label Covers Across This Product

Typically, white label AI video tools are a rental: you buy seats or credits on the vendor's servers while your logo sits on someone else's dashboard. This platform draws the line differently.

What shows your identity

Your platform name, logo, colors, typography, domain and player styling, the eight interface languages, and every email, invoice and legal link a customer sees. Plans, generation limits, export entitlements and the provider line-up are settings in the admin command center, so changing them does not mean a new release.

What remains yours

The full source code of the React web app, the Express API with REST and GraphQL, the PostgreSQL schema and the queue workers, plus the complete documentation set. There is no license fee, no revenue share and no charge per video or per seat from us, and nothing stops you from changing, extending or redeploying it.

What is not included in white label

Miracuves does not supply a model of its own, nor any license to someone's face or voice. Rendering goes through AI provider accounts that you open and pay for, subject to each provider's terms. You are the one to set up consent for every custom avatar or cloned voice, labels on synthetic media in markets that require them, and moderation of customer output. Native mobile apps and the hardening modules are available as add-ons, each scoped in writing. A single installation serves a single operator brand.

Where It Fits Best

White Label AI Video Generator Use Cases - Marketing, Agencies, L&D, Product & API

Miracuves gives you one codebase for several kinds of operator, depending on which layer matters most. Marketing teams lean on analytics and templates, agencies lean on branding and separate workspaces, platform teams on API keys and webhooks. Each case is a configuration, not a fork.

MarketingCampaignsCampaign Video at Volume

Produce recurring campaign video at scale from reusable templates and brand-locked assets, with analytics tying each video back to its results.

01
Creator dashboard with six AI video workflows and recent projects
AgencyMulti-ClientMulti-Client Agency Work

Keep every client in its own workspace on a single deployment, each with its own branding, plan, usage and billing view.

02
Billing page with video usage, current Business plan, upgrade options and payment history
EnterpriseL&DCorporate Training & L&D

Ship training and enablement video in several languages, with the translation pipeline standing in for an outside localization vendor and audit logs recording who changed what.

03
Video Translator with file upload, language selection, voice cloning and subtitles
ProductEducationProduct Explainers & Onboarding

Keep explainers and onboarding video current. Script version history means an update is an edit, not a new shoot.

04
Video Agent form for prompts, URLs, PDFs and presentation-based projects
APIPlatformVideo Generation Through the API

Build video generation into another product through an AI video generator API with API keys, metered usage and webhook callbacks that handle the asynchronous steps.

05
Webhook administration with endpoints, events, delivery history and retry controls
White-LabelResellersReselling to Your Own Customers

Offer the platform to your own customers as your product, with feature flags and provider settings deciding what each deployment can do.

06
White-label branding settings for company identity, colors, typography and previews
Business Model

White Label AI Video Generator Business Model: Three Ways to Run It

An owned AI video platform earns the margin between plan revenue and provider render spend, and one install of the Miracuves build can run any of three businesses.

Vertical product

Serve one industry with workspace plans and a short language list, adding API access once customers ask for it.

Agency desk

Host every client brand in its own workspace, bill each on its own plan and sell setup, localization and production services on top.

Platform wholesale

Resell the platform under partner brands, or sell metered API access to software teams that build video into their own products.

Moving from a vertical product to agency or wholesale work means editing plans, generation caps and the provider line-up in the 18-tab console, with no redeploy.

One codebase, several deployments. All six use cases share one schema and one role model. Plan structure, provider mix, language coverage and branding are what change, never a separate fork you would have to maintain.

Talk to Our Team

Why Now

Why 2026 Is a Good Year to Launch White Label AI Video Software?

Generating AI video is no longer the hard part, as models keep getting cheaper and more alike, so Miracuves put its engineering into the layer around generation. What remains unsolved is everything around generation: who may produce what, in which languages, for which brand, within which budget and with what audit trail. That layer is the lasting product, and most tools in this category still do not have it.

01

Buy the Platform, Skip the Seats

Rented AI video tools charge per seat, so cost grows with headcount. Self-hosting turns that spend into infrastructure you run and can resell.

02

Localization Multiplies Output

A single script can serve eight markets. Translation is a pipeline stage of its own rather than a fresh render, so reaching more languages is a routine operation, not manual work.

03

Governance Closes Bigger Deals

Once the demo lands, procurement asks about workspaces, roles, suspension, audit logs and admin controls. This platform has answers for each.

04

No Lock-In to One Provider

AI model quality and pricing shift all the time. Providers are set at runtime, so switching is a settings change rather than a migration.

05

Earn Through the API

Metered API keys let other products build on top of your platform, which is a very different business from selling seats.

06

Sell It or Run It Internally

One build serves as an in-house platform with a separate workspace for each team, or as a commercial product with plan gating.

Headline Numbers

18

Admin Tabs

8+

Interface Languages

9

Integration Areas

4

Async Queue Domains

That is also why teams move. They rarely drop a video tool because its output got worse; they drop it because it never grew workspaces, roles or reporting.

Industries

Who Runs a White Label AI Video Generator

As the platform underneath our AI video clones, it is built with governance first and shapes itself to how you produce, charge and brand.

  1. 01Campaigns & Promotion
  2. 02Agencies & Production Houses
  3. 03Corporate Training Teams
  4. 04Customer Education
  5. 05Publishers & Broadcasters
  6. 06Software Vendors
  7. 07Consultancies & Advisors
  8. 08Multinational Firms
  9. 09Compliance-Heavy Sectors
  10. 10Retail & E-commerce
  11. 11Banking & Insurance
  12. 12Platform Resellers

Any business that produces video repeatedly under its own brand can use this platform. Marketing teams build campaigns from templates and link results back to output via analytics. Agencies set up one workspace per client, each getting a separate plan plus a view of billing. Corporate learning teams deliver training in multiple languages, using the translation pipeline in place of an external localization vendor, with the audit trail logs who did what. Product teams refresh explainers and onboarding by editing script version history rather than reshooting. Media and publishing groups scale presenter-led output with no studio bookings. Software companies embed generation in their own products via webhook callbacks and metered API keys. Consulting and services firms push client updates out at volume. White-label resellers can resell the entire platform, each customer receiving it under that reseller's own brand. Looking at the sector as a whole? See the AI and data products development overview. Custom work beyond this product is handled by our generative AI development service.

06Under the hood

The Workflow

How a White Label AI Video Generator Works - Script, Generate, Translate, Export & Measure

Miracuves' white label AI video generator looks like a single button from outside. Inside, each script passes through generation, multilingual video localization, export and measurement as distinct stages with their own state, and that is what makes retries, progress tracking and diagnosing failures possible.

Production Journey - From Blank Page to Measured Video

  1. Login with Admin, Manager, Creator and User demo accounts
    1

    Open an Account and a Team Workspace

    A new user registers and owns the workspace created for them, and everything that follows stays inside that tenancy boundary.

    • Sign up, confirm the email, optionally turn on TOTP two-factor
    • Workspace and owner membership created in one transaction
    • Invite members as owners, editors or viewers
    • See active sessions and end one or all of them
  2. Labs with Prompt-to-Avatar, generative backgrounds and live avatar experiments
    2

    Draft a Script for Your Avatar Video

    The project holds the creative brief while the script holds the words, and every edit is stored as a fresh snapshot so no earlier version disappears.

    • Projects tracked with a lifecycle status
    • Scripts drafted, edited and versioned
    • Roll back to any immutable snapshot
    • Pick an avatar and a voice for the project
  3. Video Translator with file upload, language selection, voice cloning and subtitles
    3

    Turn Text into Video

    Rendering is queued outside the request, because producing a video always takes longer than a sensible timeout allows.

    • Plan limits verified before a job is accepted
    • Job handed off to the generation worker
    • Status goes from pending to processing, then completed or failed
    • Every attempt logged with its provider and settings
  4. Creator dashboard with six AI video workflows and recent projects
    4

    Localize Into More Languages

    Each translation is a separate entity handled by its own worker, which gives every language version its own status without touching the original.

    • Choose the target language, voice and subtitle options
    • Job sent to the translation worker
    • Status kept apart from the source video
    • Notifications and webhooks fire on completion
  5. Video library with recent PDF, URL, customer story and social video projects
    5

    Download and Publish the Output

    Exports follow the plan as well, so the formats and resolutions on offer match what each customer pays for.

    • Pick a format and resolution preset for each export
    • Your plan decides which resolutions are allowed
    • Export queue with history and a download lifecycle
    • Distribution endpoints for automated publishing
  6. Video Agent form for prompts, URLs, PDFs and presentation-based projects
    6

    Review Video Analytics

    Analytics finish the loop, giving a marketing lead the numbers to defend the tool when the budget comes up.

    • KPIs per workspace plus detail for each video
    • Country, device and event dimensions recorded
    • Reports exported as CSV or JSON for stakeholders
    • Usage metrics that inform plan and capacity choices
How a Video MovesScriptGenerateTranslateExportDistributeMeasure

Architecture

AI Video Platform Architecture - How the Backend Fits Together

Talk to Our Team
  1. Layer 01

    Tenancy by Workspace

    Almost every business table references a workspace. That one choice is what lets you serve many clients and brands without separate installs.

  2. Layer 02

    Separate Pipeline Stages

    Videos, generations, translations and exports are distinct entities, not status flags on a single row, so a failed translation never hides a good render.

  3. Layer 03

    Workers Behind Queues

    Four queue domains, spread through Redis or run inline, keep heavy media work off the request path.

  4. Layer 04

    Settings at Runtime

    Integration settings are stored in a database table, with environment variables as fallback, so providers can change with no redeploy.

  5. Layer 05

    Audit and Webhook Records

    Audit entries note who acted, what changed and where; each webhook delivery keeps its status, retry count and response code.

  6. Layer 06

    Limits Enforced on the Server

    The service layer checks every generation and export limit, so a tampered client cannot get around them.

The Engineering

AI Video Generator Tech Stack - React, Express, PostgreSQL, Drizzle & Redis Queues

One monorepo from Miracuves holds four packages: utilities, shared types, backend and frontend, so the web app and the API stay in agreement on contracts. The stack is plain on purpose, because your team will own it and familiarity beats novelty.

Browser Client App

Web Application

React TypeScript Vite
  • Modules split by route, with protected surfaces
  • Navigation aware of roles, with controls reserved for owners
  • react-i18next with eight locales you can switch at runtime
API Server

API Server

Node.js Express TypeScript Zod
  • REST versioned under /api/v1, plus a mirror for backward compatibility
  • GraphQL with complexity caps and introspection switched off in production
  • One shared error envelope and structured logging through pino
Storage Tier Detail

Storage Tier Detail

PostgreSQL Drizzle Mapping
  • Business tables scoped by workspace for tenancy
  • Generation, translation and export kept as separate pipeline entities
  • Ten migrations in order, platform-admin columns among them
Background Job Runners

Queued Rendering

Bull Redis sync fallback
  • Queues split into four domains for generation, translation, export and webhooks
  • Workers spread over several instances in Redis-backed mode
  • Inline mode so smaller deployments keep running
Security

Auth & Protection

JWT TOTP 2FA Helmet request throttling limits
  • JWT verification that accepts only the HS256 algorithm
  • Persisted sessions you can revoke one at a time or all together
  • Rate limiters both global and specific to authentication
Deployment

Deployment

Docker CI/CD status probes
  • Frontend and backend built in multiple Docker stages
  • CI workflows that test, build and run security scans
  • Health and readiness endpoints to check every deploy
Reminder for engineers:

The stack is ordinary on purpose: React, Express, PostgreSQL, Redis. Adding a provider, language or route family follows a documented pattern, with the steps listed in the security handbook. Your engineers can take ownership without first learning some proprietary framework.

Talk to Our Team

Build to Scale

Built to Scale - Isolated Queues, Partitioned Workspaces & Render Capacity

Scale, in the white label AI video generator Miracuves builds, is not about concurrent page views. It comes down to how many server-side render minutes you run, how deep the queue gets, how much media you store, and how calmly the system copes when a provider slows down in the middle of a campaign.

Why Queues Matter

Generation, translation and export each run far longer than a request should. On dedicated workers, a slow provider means a longer queue instead of a flood of timeouts, and a failed job can be retried instead of lost.

In Redis-backed mode those workers spread across instances. Inline mode keeps a small deployment running, which suits staging and small installs, but it is not how production should be configured.

Partitioned by Workspace

Tenancy runs through the schema, so every unit of work belongs to an account. Usage metrics, API counters and analytics are all scoped to the workspace, which means capacity planning and commercial reporting draw on one partition.

Media and Storage

Media assets live in their own table, and the operator picks local or S3-style storage. Outputs from generation and export are recorded as durable metadata, not loose files, which keeps retention and cleanup manageable later on.

Room to Customize and Grow

New route families follow a documented recipe: schema and validation contract, auth mode, service logic, audit hooks, and an optional hand-off to a queue for heavy work. Feature flags allow gradual rollouts.

This matters because providers, languages and plan structure, the things most likely to change, are settings rather than code.

01

Isolated Queues

Dedicated workers take the heavy media jobs, keeping them off the request path.

02

Workers Across Instances

In Redis-backed mode, generation, translation and export spread over several instances.

03
Redis-backedInline fallback

Fallback Without Redis

If Redis is unavailable, inline queue mode keeps a small deployment working.

04
UsageAPI countersAnalytics

Load Tied to Workspaces

Usage, API counters and analytics each map back to a single account.

05
Local storageS3-style storage

Storage You Choose

Pick local or S3-style storage at runtime from the admin settings.

06
LivenessReadinessDependencies

Uptime Probes

Liveness and readiness endpoints, with dependency checks, to verify each deploy.

The Monitoring That Matters

Standard with the build: health and readiness endpoints with dependency checks, structured request and error logs, and optional exception telemetry. That covers verifying a deploy and diagnosing a failure.

Prior to heavy traffic, the documentation recommends queue-lag monitoring and alerting on three signals: worker error rates, failed webhook deliveries and authentication anomalies. Together they flag problems before any customer notices.

Candid capacity caveat:

Production runs on Redis-backed queue mode, while the Central Logging and Alerts add-on covers monitoring and the Scale-Out Tuning add-on matches database indexes to your highest-cardinality filters.

Talk to Our Team

07Security and compliance

Security, Documented

White-Label Video Software Security - Pinned JWT, Governed Sessions & a Documented Audit

Two security documents ship with every Miracuves white label AI video generator: a posture document for VAPT and compliance, and a separate audit that goes line by line against a checklist derived from OWASP. Where they agree: JWT verification limited to HS256, TOTP two-factor, persisted sessions that can be revoked singly or all at once, global plus auth-specific rate limits, Zod validation across route families, parameterized Drizzle queries, webhook URL checks that refuse localhost and private ranges, signature checks on Stripe webhooks, upload checks on extension and MIME type with sanitized filenames and path-traversal protection, Helmet security headers, and audit logs naming the actor, the action and the resource.

  1. 01 · Sessions
    Sessions, Tokens and Two-Factor

    Sign-in, API access and session handling are built on signed JWTs, persisted sessions and optional TOTP two-factor. A production deploy will not start with a JWT secret shorter than 32 characters.

    • Two-factor by authenticator app that users switch on, confirm and switch off
    • Users can see active sessions and end one or every one of them
  2. 02 · Roles
    Roles, Suspension and Access Control

    Access is decided at two levels: workspace roles for members, and a separate platform-admin layer for your own staff. Suspension is checked at authentication, so a suspended user, or anyone in a suspended workspace, is stopped at every authenticated endpoint.

    • Owner, editor and viewer roles inside each workspace
    • Platform-admin access kept apart from customer workspaces
  3. 03 · Input
    Rate Limits and Input Checks

    Abuse usually shows up as floods of login attempts, oversized uploads or crafted input. Global and auth-specific rate limiters slow the floods, Zod schemas validate input at the route boundary, and Drizzle keeps every query parameterized.

    • Separate rate limiters for general traffic and for authentication
    • Uploads checked by extension whitelist, MIME type and a size cap per type
    • Filenames sanitized and paths resolved to stop traversal
  4. 04 · Webhooks
    Webhooks, Audit Trails and Operator Duties

    Outbound webhooks can be aimed at internal systems, so each webhook URL is screened so it cannot point at localhost, a private network range or a cloud metadata address. Moderating what your customers generate, getting consent for custom avatars and voices, and labeling synthetic media where markets require it remain your responsibility.

    • SSRF screening on each webhook URL before it is called
    • Webhook deliveries logged with status, retries and response code
    • Stripe webhook signatures verified before events are processed
  5. 05 · Admin
    Locked-Down API and Admin Access

    An AI video platform holds scripts, avatars, voice settings, provider credentials and customer workspaces. Every authenticated request passes JWT verification pinned to HS256, workspace roles decide what each member can touch, and the 18-tab admin console sits behind authorization middleware of its own.

    • Platform-admin console guarded by dedicated authorization middleware
    • Members limited to the role their workspace owner assigns
    • Sensitive changes written to the audit log with who, what and where
  6. 06 · Privacy
    Privacy Designed Around GDPR Duties

    Customer workspaces hold scripts, media, analytics and audit records, and the privacy duties attached to that data stay with you as the operator. The platform gives you a structure for meeting GDPR obligations, with data scoped by workspace and media tracked as metadata, and retention tooling available as an add-on.

    • Workspace tenancy keeps each customer's data in its own partition
    • Media and outputs recorded as durable metadata for retention and cleanup
    • Retention windows and PII classification available as an add-on
  • JWT Pinned to HS256

    Only HS256 is accepted at verification, and a production deploy rejects any JWT secret below 32 characters.

  • 2FA and Session Revocation

    Users can turn TOTP on, verify it and turn it off, and end any single session or all of them.

  • Suspension Blocks Every Endpoint

    Suspend a user, or a whole workspace, and every authenticated endpoint turns them away.

  • Validated Input, Safe Queries

    Every query is parameterized by Drizzle, and Zod checks input at the boundary of each route.

  • Webhook URL Screening

    Before anything is fetched, webhook targets are screened for localhost, private IP ranges and cloud metadata addresses.

  • Upload Checks

    Whitelisted extensions, MIME verification, sanitized filenames, a path-traversal check on resolution and size caps per file type.

Setup needed before go-live: Strict CORS and CSP rules, an ENCRYPTION_KEY so provider secrets are encrypted at rest, a managed secret store, Redis-backed queues, and monitoring with alerts.

Discuss Security & Compliance With Us

Pre-Launch Checklist

AI Video Trust and Safety - Consent, Labeling and Your Responsibilities

A white label AI video generator is software, not a license to anyone's face or voice. Miracuves builds and hands over the governance tooling this page describes. What your customers generate, whose likeness and voice they use, how synthetic media is labeled and what local law requires stay with you as the operator.

Built for a synthetic-media policy, with governance tooling in the box.

The build ships with the controls needed to run a governed AI video service: workspace roles, owner-only settings, suspension of a single user or a whole workspace, and platform-wide audit logs where every entry names who acted, what happened and the resource affected. Avatars, voices, templates and assets are managed by admins, uploads for voice cloning are validated, and an announcement channel for the platform is included. Retention windows and PII classification are available as add-ons.

Out-of-Box Delivery

Role-scoped workspaces, suspension, session revocation, audit trails, content management for avatars, voices, templates and assets, checked uploads and configurable legal links, delivered as source code you own. Generation itself runs through AI provider accounts you open, under their terms.

Responsibilities the Operator Keeps

Written consent from every person whose face or voice is used for a custom avatar or voice, labeling of AI-generated media where markets require it, your own content policy and the people who enforce it, privacy notices, and how you respond to takedown requests. The software records who did what; it does not make those decisions.

Rights in What Gets Generated

Miracuves supplies software, not rights to any likeness or any AI model. What your customers may do with generated video depends on the provider terms you accept and the material they upload, so the platform makes no promise that output is original or cleared for commercial use.

Your Local Law Sets Rules

Obligations differ by jurisdiction. Examples are the EU AI Act, which sets deepfake transparency duties; GDPR, which covers workspace data you hold as well as faces and voices; and, in India, the IT Rules 2021. Ask qualified counsel to confirm what applies to you. Miracuves does not give legal advice.

08Grow the platform

Core package includedCore platform
  • Script to export
  • Translation stage
  • Client workspaces
  • 18-tab admin

How add-ons work

  1. 1
    Choose add-ons per need

    Pick these at launch or later on - the core never has to be rebuilt.

  2. 2
    Each add-on is priced once scoped

    A written scope and price accompany each module separately.

  3. 3
    Delivered into your repository code

    Like the core, these come as source code you own.

Ask About Custom Modules

Extend It

AI Video Software Add-Ons - Native Mobile, Hardening, Observability & Single Sign-On

Out of the box, Miracuves' white label AI video generator is finished and demo-ready. Operators most often add the modules below, usually on moving into a stricter market, tightening an integration, or meeting a security review that demands more than the baseline.

  • Apps & sign-in

    Native iOS and Android Apps

    The product is responsive web across devices, and custom development builds native iOS and Android apps to your scope.

    Native · Mobile
  • Apps & sign-in

    Single Sign-On Add-On

    Social sign-in connectors come included and can be set at runtime. SAML or OIDC for corporate identity providers is extra work.

    Access · SSO
  • Tighter protection

    Stricter CORS, CSP and Cookies

    An origin allowlist, a tighter content security policy, and tokens kept in secure cookies.

    Protection · Tightening
  • Tighter protection

    Secrets Encrypted at Rest

    Hashing API keys at rest and configuring the encryption key, with plaintext revealed just once, when a key is created.

    Secrets · Encrypted
  • Ops & records

    Central Logging and Alerts

    A log sink, queue-lag monitoring, and alerts for auth anomalies, failed webhooks and worker errors.

    Monitoring · Log Streaming
  • Tighter protection

    One Authorization Policy

    Central middleware guarding workspace resources, with regression tests that attempt cross-tenant access.

    Permissions · Rules
  • Ops & records

    Retention and Data Lifecycle

    Retention windows and scheduled purges, along with PII classification covering analytics, audit and event data.

    Records · Compliance
  • Ops & records

    Scale-Out Tuning

    Scaling Redis queues out, tuning indexes to your highest-cardinality filters and instrumenting capacity.

    Scaling · Clustered

Other AI & Video Products

Building in AI Video? Explore the Rest of Our Suite.

This AI avatar video generator is one part of a wider AI and video suite. If your plans reach beyond avatar-presented video, these platforms sit naturally alongside it.

A person using a laptop with digital icons representing Chat AI, Wi-Fi, cloud, email, and documents around their head, symbolizing integrated technology services.01
Pick it if: You need a chat assistant, not videoChatGPT Clone

Conversational AI with threaded chats, model routing, prompt libraries and billing based on usage.

View Solution
Cameo Clone Celebrity shoutouts.02
Pick it if: Real people record the videosCameo Clone

A marketplace for personalized video, where fans pay creators and talent for custom shoutouts.

View Solution
Udemy Clone03
Choose it when: your business is courses, not video productionUdemy Clone

Online course platform with video lessons, instructor tools, quizzes and enrollment management.

View Solution
Youtube Clone, Video Sharing by Miracuves, Video Sharing Platform04
Pick it if: Viewers upload and watch at scaleYouTube Clone

Video sharing with channels, uploads, streaming, discovery and monetization built in.

View Solution
CatalogAll 90+ solutions

09The business case

Market Benchmarks

Market Benchmarks for AI Video Generators - Independent 2025-2026 Data

The revenue models above belong to us, but the figures that follow do not. They are numbers published by Pew Research Center, Which?, Wyzowl and Kuaishou. Each is reproduced exactly as published, so you can weigh the case for your business against sources open to your own checking. Three signals matter to an AI video operator: the earnings of a leading generator, the share of marketers and consumers already using AI video, and how lifelike the output has become.

Kuaishou01

Kling AI Earned More Than RMB850m in a Single Quarter

Published on 19 August 2026, the second quarter 2026 results from Kuaishou Technology, which is listed in Hong Kong and owns Kling AI, state that Kling AI brought in more than RMB850 million over the quarter, an increase above 200 percent from a year earlier. That number comes out of the unaudited announcement Kuaishou made; it is the company's own and not an independent estimate.

Wyzowl02

Among Video Marketers, 63% Have Turned to AI for Making Video

In late 2025 Wyzowl surveyed 266 respondents for its State of Video Marketing 2026. The report finds 63 percent of surveyed video marketers say they have used AI video tools for creating or editing their marketing videos, compared with 51 percent a year before. Wyzowl calls that 12-point increase the largest of any measure in the report.

Which?03

70% of UK Adults Got Real and AI Videos Wrong

Deltapoll ran an online survey between 6 and 9 March 2026 for Which?, which showed a representative group, 514 UK adults in all, three of four videos, two of them genuine and two AI-generated. Which? reports that 70 percent did not manage to name every video correctly, and also that half of the people active on social media think they come across deepfake videos daily at minimum.

Pew Research04

24% of US Adults Turn to Chatbots to Make Images or Video

The Americans and AI 2026 report from Pew Research Center, released on 17 June 2026, found that 24 percent of American adults report using AI chatbots when making or editing images or videos. The results rest on 5,119 adults surveyed between 17 and 23 February 2026. Looking only at chatbot users, the figure rises to 48 percent. Be aware the question lumps images and videos together rather than isolating video.

Citations, as listed here.

Kuaishou Technology, Kuaishou Technology Announces Second Quarter and Interim 2026 Unaudited Financial Results, 19 August 2026 - kuaishou.gcs-web.com

Wyzowl, Video Marketing Statistics 2026 (State of Video Marketing 2026), survey fielded late 2025 - wyzowl.com

Which?, Ultra-realistic deepfakes herald the next generation of scams, Which? warns, 27 May 2026 - which.co.uk

Pew Research Center, Americans and AI 2026: Chatbots, Smart Devices and Views on Impact, 17 June 2026 - pewresearch.org

Every number here is a publisher’s own result or survey finding, shown as published. Kling AI's figure was reported by the company itself, in a results announcement that is unaudited; the Wyzowl survey had 266 respondents and the Which? survey had 514; the Pew figure merges images with videos. Taken together, they describe the market. They say nothing about how any platform built by Miracuves performs, and none of it projects revenue for your business.

Revenue Approach

The Business Case for an Owned AI Video Platform

Running your own AI video platform keeps the economics simple to read. What each video costs you is the render time billed by the AI providers you connect; what you earn comes from plans and metered API access. Your margin sits between the two, and server-side plan limits keep it intact. Nothing below is a forecast.

  1. 01

    Costs You Can Predict

    Render minutes are the variable cost. Generation limits set per plan stop that spend from running without a ceiling.

  2. 02

    Plans Plus API Usage

    Recurring plans build a steady base, while metered API keys let your income grow inside other teams’ software. Charging can begin on launch day once your own Stripe account and webhooks are live, so set generation and export limits first and the earliest paying workspaces start out profitable.

  3. 03

    Controls Win Bigger Deals

    Workspaces, member roles, audit logs and the admin command center are what larger buyers ask to see before they sign.

  4. 04

    Languages Raise the Value

    Turning one script into output for eight markets is the most concrete payoff you can show a buyer.

Ways the Platform Earns
  • subscription plans with per-plan generation limits
  • metered API keys sold to software teams
  • export entitlements by resolution and format
  • agency plans with one workspace per client
  • enterprise and white-label accounts
  • setup, localization and production services
What It Grows Into

Run well, an AI video platform you own can turn into:

  1. 01a recurring subscription business
  2. 02an API product other software builds on
  3. 03a localization service for multilingual teams
  4. 04an asset holding your brand and customer data
Illustrative Scenarios, Not a Prediction

These are worked examples, not a prediction. Results turn on what your providers charge, how you shape plans, which languages you cover and how you sell. The platform supplies the controls to run whichever shape fits you.

Scenario A: Focused Vertical ProductShared WorkspacesPlans with generation limits

An operator serving one industry sells workspace plans to teams, with API access added later. Render cost from the providers is the main variable, which is why each plan carries its own generation limit.

This shape fits a narrow niche: a single industry, a set language list and one clear workflow, where depth matters more than breadth.

Case B: Several RegionsMany MarketsPlans, API tier and export entitlements

A larger operator mixes self-serve plans with a metered API tier, and higher plans unlock better export formats and resolutions.

Here the hard part shifts from finding customers to managing render throughput and provider spend.

Case C: Corporate & ResaleEnterprise AccountsNegotiated accounts and resale

An operator sells to large organizations or resells the platform under partner brands. Governance, language coverage and control over deployment set the deal size, more than any feature list.

At this level the admin command center and the audit trail are no longer extras. They are often why a buyer says yes.

10Why Miracuves

Why Miracuves

Miracuves vs Other White Label AI Video Software Vendors

You can rent white-label AI video software, wrap a generation API yourself, pay an agency to build one, or buy a documented platform outright as a one-time purchase. Renting is usually cheaper to start, but the fee repeats for as long as you trade and the code never becomes yours, and an agency works to a specification over months where a finished platform deploys in days.

Why Operators Pick Miracuves

  • 01

    You Get the Business Layer Too

    Workspaces, member roles, script version history, plan limits, API metering and the 18-tab admin console. Wrap an API yourself and you build all of it.

  • 02

    Translation Is Its Own Stage

    Each translation has its own entity, worker and status instead of being a second render. That is how eight markets get real support, not a claim.

  • 03

    Admin Controls That Exist

    Suspend workspaces, impersonate users for support, revoke sessions, edit integration config at runtime and read audit logs across the platform.

  • 04

    The Source Code Is Yours

    You receive the full React, Express, PostgreSQL and worker code to change and host as you like. No per-seat fee, and no vendor can raise your price.

  • 05

    Paperwork Reviewers Can Read

    A PRD, feature catalog, ERD and schema notes, a technical dossier, an API collection, the security handbook, VAPT posture and a separate security audit run line by line.

  • 06

    Straight Talk on Readiness

    Each capability is marked Included, Supported or Configuration required. You know it all before you pay.

Development Company

How to Choose a White Label AI Video Generator Development Company

Pick an AI video vendor that hands over the render workers, the 18-tab console and the full source, not one that rents you a reseller panel.

What to look for Miracuves

  • Proof in the product Four role-based demo logins, including the 18-tab operator control desk
  • Code you keep Full React, Express, PostgreSQL and worker source, with no license fee
  • Review-ready paperwork PRD, ERD, feature catalog, technical dossier, VAPT posture and a separate security audit
  • A live enterprise rollout A Singapore marketing team under NDA runs 18 admin tabs in eight languages
  • Time to launch Deployed on your servers in 6 working days
  • Support after launch A 60-day onboarding window, 6 months of priority bug fixing, plus free updates for 1 year

Walk away from any vendor who

  • Hosts your brand on its servers and bills per credit
  • Keeps the code and gives you a reseller panel
  • Runs translation as a second render
  • Adds a per-video charge on top of provider costs
  • Cannot show where plan limits are enforced

Owned, Rented or Custom-Built: How Your Options Compare

CriteriaMiracuves (You Own It)Rented White-Label SoftwareCustom Dev Agency
Time to Go Live6 days to deployQuick, on the vendor's servers6-9+ months
Who Owns the CodeYou, in fullThe vendor; you rent accessYou, if the contract says so
Product DepthAvatars, voices, translation & exportsWhatever the vendor exposesSet by your budget
Security Posture2FA, audit logs, documented VAPT postureVendor policy, not yours to auditDiffers by team
Scaling ApproachQueued workers across four domainsCapped by your plan tierRests on their design choices
How You ChargePlans, metered API, export tiersResale margin on their pricingBuilt to order (extra time & cost)
Admin & Reporting18-tab admin command centerReseller panel, limited controlsBilled as extra scope
Cost Model$3,699 once, no per-video feeRecurring seat or credit feesLarge budget, long timeline
Support After LaunchDefined support plansTicket queue, shared with allPer the retainer you sign

A thin wrapper around a generation API can produce a demo quickly. It will not give you workspaces, member roles, billing, translation as a stage of the pipeline or anything a procurement team signs off on. Rented software gives you those, but never the code. That is the gap we fill.

Talk to Our Team

Changelog

Release Notes - Version History of the AI Video Platform

VersionDateWhat’s New
v2026.1Aug 2026First release: AI video platform with avatar rendering, a translation pipeline, exports, analytics and the 18-tab admin console.

Own your AI video platform

Launch an AI video product that is yours to keep.

Ask us about providers, plans and the 6-day deployment. You get a plain scope and straight answers, never a hard sell.

  • Replies within 24 hours
  • No-cost scoping call
  • No per-video fees
  • Source code handed over

11Learn more

Blog & Resources

AI Video Platform Guides - Insights for Operators

Practical reading on running an AI video business: choosing avatars and voices, localization workflows, picking providers, designing plans and building a white-label platform.

The product itself5 questions

01What Is a White Label AI Video Generator?

It is a full AI video platform that you run as your own product. A user writes a script and selects an avatar with a synthetic voice, and the system produces a presenter-style video that can be translated, exported and measured afterward. Around it sit subscription billing, API metering, an 18-tab admin console, workspaces, roles, and libraries for templates and assets. You buy the Miracuves white label AI video generator once and receive the full source code.

02Which AI providers does it work with?

Providers are set at runtime in the admin console instead of being written into the code, across nine integration sections that cover generation, voice and model services. You open the accounts and hold the keys; Miracuves connects them. It is built that way on purpose, since pricing and quality in AI video shift faster than any release schedule. Miracuves has no model of its own, so output quality depends on the providers you choose.

03How does translation work in practice?

Each translation is its own pipeline entity with a dedicated worker and status, rather than a fresh render of the original. You choose the target language, voice and subtitle settings, the job enters the queue, and its status moves from pending to processing to completed apart from the source video. Because of that split, one script can yield eight market versions and none holds up another.

04Does it support multiple languages?

The interface ships in eight languages, each with 156 translation keys: English, Spanish, French and German, plus Hindi, Arabic, Chinese and Portuguese. Users can switch language without reloading. That covers the UI only. Which languages your videos speak depends on the voice and translation providers you connect, which you configure separately.

05Are native phone apps included?

The Miracuves white label AI video generator is delivered as responsive web that works in any phone or desktop browser, and native iOS and Android apps can be scoped as custom development if you need them.

Cost & launch3 questions

06What does it cost?

$3,699, paid once, for the white-label build with source code. Scope can shift it: which providers, how many languages, rendering and export depth, the number of integrations, branding work and your hosting setup. Custom work is quoted separately, in writing, before it starts.

07How soon can I launch?

Six working days on the Miracuves side, because the platform already exists and the work is rebranding and deployment. Your calendar depends on what you send us: brand assets, hosting access, AI provider accounts and, if you charge from day one, a Stripe account. Provider approval tends to take longest, so apply early.

08What must I configure before going live?

A strong JWT secret, an ENCRYPTION_KEY for encrypting provider secrets, a strict CORS origin allowlist and a tighter CSP, queue mode backed by Redis, your AI provider accounts, and monitoring with alerts. To bill customers, add a Stripe account with its webhooks connected. The documentation lists each of these as configuration required before production, not something already done for you.

Control & security3 questions

09How are plan limits enforced?

On the server, inside the service layer, before any job is accepted. Generation limits are checked ahead of queueing, and export entitlements decide which resolutions and formats a plan can use. Since the checks live beneath the API and not in the browser, a user tampering with the client cannot get around them.

10What can the admin command center control?

Its eighteen tabs cover platform stats; workspaces (suspend, change owner or plan, delete); users (suspend, delete, promote to admin, reset password, impersonate); projects (archive, reassign); create, edit and delete for videos, avatars, voices, templates, assets and webhooks; session revocation; member roles; analytics, translations and exports; runtime config; nine integration sections, each with Save and Test; and audit logs across the whole platform.

11Can the platform pass a security review?

It ships with two security reviews. One is a VAPT and compliance posture document. The other is a security audit run line by line against an OWASP-based list. On the plus side: JWT verification pinned to HS256, TOTP two-factor login, session revocation, rate limiting, Zod validation, parameterized queries through Drizzle, SSRF checks on webhook URLs, Stripe signature verification and audit logging.

Rights & Miracuves8 questions

12Is it legal to run a platform like this?

Running an AI video service is lawful in many markets, but what applies to you depends on where you operate and who your customers are. You operate the platform with your own brand, terms and content policy, and generation runs through AI provider accounts you open, under their terms. The care point is likeness: a face or voice belongs to the person it depicts, so offer provider-licensed stock avatars or get explicit consent for custom ones. Labeling synthetic media where markets require it (for example the EU AI Act transparency duties or India's IT Rules 2021), privacy duties such as GDPR, and moderating what customers make are also yours. The platform logs actions for audit; the consent process is your responsibility. Miracuves does not provide legal advice, so confirm your obligations with qualified counsel.

13Why trust Miracuves to deliver white label AI video software?

Miracuves has served 6,000+ clients and completed 9,000+ projects, and it lists 90+ ready-made solutions. The platform behind our AI video clones is the very product on this page, a white label AI video generator: pay once at $3,699, get the entire source code, and Miracuves handles rebranding and deployment within 6 working days. Each ready-made solution includes 60 days of platform guidance, priority bug fixes for 6 months and product updates for 12 months. The first reply arrives in under 2 hours; support hours are 10:00-19:00 IST, Monday to Saturday.

14Is a ready-made white label AI video generator better than custom development?

Usually, yes. Workspaces, roles, versioned scripts, a render queue, translation with its own status, plan limits, metered API keys and the admin command center are finished and documented, for $3,699 paid once with deployment in 6 days. Commissioning a custom AI video build means a written quote and months spent recreating those foundations. Buying the platform and commissioning only the features nobody else offers gets a branded product to market far sooner.

15How does a white label AI video generator business make money?

You sell video production as a service under your own brand. Teams subscribe per workspace, add members as they grow and pay for higher plans that unlock better export formats, while developers buy metered API access and agencies resell the platform to their clients. Every render uses paid minutes from the AI providers you connect, so your margin is whatever plans earn above that spend.

16What is the step-by-step process to launch my white label AI video generator?

First, explore the creator, manager and admin demos. Next, give us your brand assets, language list, plan design and chosen AI providers. Miracuves then applies your name, colors and player styling, ships the Docker builds to your cloud with CI/CD and health checks, and walks you through entering provider keys in the runtime settings. Deployment takes 6 days, and because the product is responsive web, no app store approval is involved.

17Can I resell this AI video generator to my own clients under my brand?

Yes. You run the platform as your own product, with separate workspaces for each team or client, roles for their members and plan limits you design. Customers pay you through subscriptions, and you keep full control from the admin console. The source code is yours, so the branding and commercial terms are entirely your own.

18Does the white label AI video generator have an API?

API metering is built into the platform, so you can charge for programmatic use alongside subscriptions. Limits are checked on the server in the service layer, beneath the API, so a user who tampers with the browser client cannot get around them. Keys and plans are managed from the 18-tab admin console.

19How do I keep each client's videos and assets separate?

Each client gets a workspace of its own with roles for its members, plus libraries for templates and media. The operator keeps control from a protected platform-admin route, where every workspace, user, project and video in the deployment can be managed. Workspaces can be suspended, reassigned to another owner or plan, or deleted.

Disclaimer

Miracuves is an independent software development company. We are not affiliated with, connected to, sponsored by, or endorsed by HeyGen or any other AI video, avatar or synthetic media service.

Read our full Legal Notice & Disclaimer →
Category overview note

“White label AI video generator” describes a category of product, not any one company. Brand names appear elsewhere on this site only to describe the kind of platform being built and the terms buyers search for.

Rights and providers are yours

What Miracuves provides is software - no rights to a likeness and none to an AI model. The following sit with you: opening and funding AI provider accounts and following their terms, getting written consent from the person behind any face or voice used in a custom avatar or voice, adding labels to AI-generated media whenever the law demands it, publishing privacy notices, and moderating what your customers create. Advice on any of this is outside what we offer.

Our team behind it

The entire design and codebase is built by our own team. The product contains no code, design, graphics, or content originating from any third-party AI video website or application. All third-party names and marks belong to their respective owners.