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

Buy once, own the source: a script becomes an avatar video, a localized version and an export, with workspaces, roles, plans and an audit trail around every job.

Most white label AI video software is rented: seats or credits on the vendor’s servers, your logo on their dashboard. This is the platform underneath our AI video clones, bought for $3,699, deployed in 6 days, with no per-video or per-seat fee to us.

Deployed in 6 Days with Avatar VideoAI LocalizationClient WorkspacesMetered APIAdmin ControlYour Source Code

⚡ What You Get at a Glance

6

Revenue Streams
plans per workspace, usage metering, seats and API access

8

Languages
switch at runtime, 156 keys in every locale

0

Revenue Share
full source ownership and no per-seat fee to us

100%

Workspace-Scoped
projects, assets and templates kept apart for each tenant

One Tracked Job From Script to Export

Writing, voice, avatar, rendering and export run as stages of one job, so your customers finish every project inside your product.

Localization You Can Charge For

Translation is a separate pipeline step with its own entitlement, so you can meter and price it rather than hand it out for free.

🚀 Ready to own your white label AI video generator?

More than 6,000+ Companies Trust us Worldwide

Try It Yourself

Live Demo - Creator Workspace, Manager Console & Admin Command Center

Judge it 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.

USER ACCESS

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.

  • Launch the web app in any browser
  • Sign in with the demo login shown below
  • See the Dashboard, Videos and Notifications
  • Try: test@example.com | password123

CREATOR 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.

  • Launch the web app in any browser
  • Sign in with the demo login shown below
  • See the Editor, Templates, Assets and Export
  • Try: creator@mxvidgen.com | creator123

MANAGER 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.

  • Launch the web app in any browser
  • Sign in with the demo login shown below
  • See Team, Billing, API keys and Webhooks
  • Try: manager@mxvidgen.com | manager123

ADMIN COMMAND CENTER

18 Tabs of Deployment-Wide Control

Where the operator works: every workspace, user, project and video on the deployment, plus asset CRUD, session revocation, integration settings with Save and Test buttons and platform-wide audit logs.

  • Launch the admin console in any browser
  • Sign in with the demo login shown below
  • See Workspaces, Users, Config and Integrations
  • Try: admin@mxvidgen.com | admin123

See It Running

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.

Every Screen Shown

Platform Screens - Viewer, Creator, Manager & Platform Admin Flows

Each of the four roles 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.

HeyGen clone white-label branding settings for company identity, colors, typography and previews
HeyGen clone creator dashboard with six AI video workflows and recent projects
HeyGen clone Labs with Prompt-to-Avatar, generative backgrounds and live avatar experiments
HeyGen clone Video Translator with file upload, language selection, voice cloning and subtitles
HeyGen clone video library with recent PDF, URL, customer story and social video projects
HeyGen clone Video Agent form for prompts, URLs, PDFs and presentation-based projects
HeyGen clone landing page for scalable AI video production, translation and voice cloning
HeyGen clone login with Admin, Manager, Creator and User demo accounts
HeyGen clone video catalog with AI avatars, localization and voice cloning features
HeyGen clone AI provider priorities for text-to-speech and video generation services
HeyGen clone integrations for social authentication, Higgsfield, PlayHT and Stripe
HeyGen clone billing page with video usage, current Business plan, upgrade options and payment history
HeyGen clone project administration with generation status, formats and lifecycle controls
HeyGen clone infrastructure settings for storage, Redis, feature flags and AI providers
HeyGen clone translation operations table with job status, languages, workspaces and dates
HeyGen clone member management with roles, workspace assignments and invitation status
HeyGen clone webhook administration with endpoints, events, delivery history and retry controls
HeyGen clone administrator dashboard with workspace controls, metrics and AI video workflows
HeyGen clone Platform Command Center with usage metrics, account status and system configuration

Want a guided tour of one particular flow?

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.

Deployed and Running

AI Video Platform Case Study - Enterprise Marketing Deployment

How an enterprise marketing organization moved scattered video tools onto one Miracuves AI video platform. The client’s identity is withheld under NDA.

Case Study

the client - Regional
Short Video Platform

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

Name withheld under NDA Client
Singapore Region
AI Video & Marketing Operations Industry
18
Admin tabs in use
8
Interface languages live
5 wks
From brief to launch
⚡ 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
🛠 Solution by Miracuves
  • 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."

MT
Head of Marketing Technology Enterprise marketing team - name withheld under NDA
Speak with our team Walk through how this enterprise deployment came together.
Visit the client

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. Someone writes a script, picks an avatar and a synthetic voice, and the system renders a presenter-style video. 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.

HeyGen clone 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, fonts, copy, legal links, player styling and custom CSS, plus controls to switch white-label on.

Governance Built In

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

Web App, API & Automation

What Does Owning the Source Mean?

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

  • Buy from Miracuves and you:
  • Hold 100% of the source code
  • Go live in 6 days, not after months of building
  • Stay free of long-term vendor lock-in
  • Bring in new providers, languages and workflows as you grow
HeyGen clone video catalog with AI avatars, localization and voice cloning features

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

Platform Features - Avatar Video, Localization, Exports, Analytics & Team Control

Everything from an empty script to a distributed, measured video is covered, along with the commercial and operational layer around it. Each capability carries the same readiness label the technical documentation uses: Included, Supported, or Configuration required.

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

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, cancelled
  • Each generation attempt logged by provider and config

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

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

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

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

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

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

Teams & Permissions

Invite members, assign owner, editor or viewer scope, and manage every invite.

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

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

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

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

Note for buyers: 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. The documentation marks them Integration required, and so do we.

How You Earn

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

Monetization 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.

Subscriptions per Workspace

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

Generation Limits by Plan

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

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.

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.

Seats & Team Growth

Invitations and role assignment make pricing per seat or per workspace simple to run.

Reseller Licensing

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

Important: Plans, entitlements and usage are modeled, and a Stripe-compatible flow is integrated. Moving real money still requires your own Stripe account and webhook setup. The documentation says so plainly, and so do we.

Operate It Without Developers

Admin Command Center - Users, Workspaces, Content, Settings & Audit Trail

This is what makes it 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.

Tabs in the Command Center

Workspace Control

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

User Management

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

Project Management

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

Content Management

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

Session Management

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

Integration Settings

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

Runtime Configuration

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

Platform Announcements

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

Cross-Workspace Analytics

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

  • 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

Audit Trail Viewer

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

  • Projects: archive or unarchive, delete, move between workspaces
  • Full CRUD for videos, avatars, voices, templates, assets and webhooks
  • Tabs for Sessions, Members, Analytics, Translations, Exports, Config, Integrations and Audit Logs

Access control: Each command center route sits behind dedicated platform-admin middleware that checks 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.

Clear, One-Time Pricing

How Much Does a White Label AI Video Generator Cost in 2026?

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
Turnkey Platform, Source Included
$3,699/- one-time
⚡ Live in 6 days
Best for: 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
Custom quote
⚡ Timeline set by final scope
Best for: Large marketing teams, training providers, media groups & multi-brand operators
Built around your own requirements, integrations and hosting setup.
Ask for a Quote →
Need a second opinion?

Which option fits
your plan?

Tell us your goals, timeline and budget. We will point you to the option that fits, with straight answers and no upselling.

30-minute call, free
Answer within 24 hours
No commitment required

Everything Handed Over

What's Included - Source Code, Apps & Deployment

The full platform and its documentation are handed over, rather than a trimmed demo build.

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

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

Data Model

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

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

Admin Command Center

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

Your Brand Throughout

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

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

Support After Launch

60 days of guidance, 6 months of priority fixes and 1 year of free updates.

  • 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

Scope note: No native mobile app is included. This is a responsive web platform, and four separate technical documents say so. If your roadmap needs native mobile, we can build it as custom work. Better you hear that from us now than find out later.

Who Buys It

Who Is a White Label AI Video Generator Built For?

It fits teams that produce video continuously rather than now and then, and that need control over who made each video, in which language, for which brand and at what cost.

Once your output is counted in campaigns per month rather than projects per year, workflow and governance are what separate a tool from a real operation.

Where It Works

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

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

Campaign Video at Volume

Turn out recurring campaign video at scale using reusable templates, brand-locked assets and analytics that link each video to its results.

Multi-Client Agency Work

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

Corporate 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.

Product Explainers & Onboarding

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

Video Generation Through the API

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

Reselling 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.

One codebase, many setups. 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.

Why Now

Why Launch a White Label AI Video Generator in 2026?

Generating AI video is no longer the hard part, as models keep getting cheaper and more alike. 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.

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.

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.

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.

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.

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.

Sell It or Run It Internally

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

The Platform in Numbers

18
Admin Tabs
8+
Interface Languages
9
Integration Sections
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.

The Engineering

Tech Stack - React, Express, PostgreSQL, Drizzle & Redis Workers

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

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

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

Data Layer

PostgreSQL · Drizzle ORM

  • 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

Async Processing

Bull · Redis · inline 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

JWT · TOTP 2FA · Helmet · rate limiting

  • 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

Docker · CI/CD · health checks

  • 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

Note for tech buyers: The stack is ordinary on purpose: React, Express, PostgreSQL, Redis. A new provider, language or route family follows a documented pattern, and the security handbook lists the steps. Your engineers can take ownership without first learning some proprietary framework.

The Workflow

How It Works - Script, Generate, Translate, Export & Measure

From outside it looks like a single button. Inside, each script passes through generation, 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

HeyGen clone login with Admin, Manager, Creator and User demo accounts
Set Up the Workspace

Someone signs up, a workspace is created and they own it. Every later step sits 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
1
HeyGen clone login with Admin, Manager, Creator and User demo accounts
HeyGen clone Labs with Prompt-to-Avatar, generative backgrounds and live avatar experiments
Write the Script

Projects carry the creative intent and scripts carry the words. Each revision is kept as a snapshot instead of overwriting the last one, so editorial history is preserved.

  • 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
2
HeyGen clone Labs with Prompt-to-Avatar, generative backgrounds and live avatar experiments
HeyGen clone Video Translator with file upload, language selection, voice cloning and subtitles
Render the Video

Generation runs in a queue instead of inside the request, since rendering outlasts any reasonable timeout.

  • 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
3
HeyGen clone Video Translator with file upload, language selection, voice cloning and subtitles
HeyGen clone creator dashboard with six AI video workflows and recent projects
Translate

Translations are separate entities with a worker of their own, so each localized version keeps its own status and leaves the source untouched.

  • 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
4
HeyGen clone creator dashboard with six AI video workflows and recent projects
HeyGen clone video library with recent PDF, URL, customer story and social video projects
Export & Publish

Packaging the output is governed too: what you may export depends on your plan.

  • 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
5
HeyGen clone video library with recent PDF, URL, customer story and social video projects
HeyGen clone Video Agent form for prompts, URLs, PDFs and presentation-based projects
Measure Results

Analytics complete the loop, and that is what turns a production tool into something a marketing lead can defend at budget time.

  • 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
6
HeyGen clone Video Agent form for prompts, URLs, PDFs and presentation-based projects

How a Video Moves

Script -> Generate -> Translate -> Export -> Distribute -> Measure

Architecture

Platform Architecture - How the Backend Fits Together

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.

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.

Workers Behind Queues

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

Settings at Runtime

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

Audit and Webhook Records

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

Limits Enforced on the Server

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

Scaling Approach

Built to Scale - Isolated Queues, Partitioned Workspaces & Media Throughput

For an AI video platform, scale is not about concurrent page views. It means render minutes, queue depth, media storage, 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.

Isolated Queues

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

Workers Across Instances

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

Fallback Without Redis

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

Load Tied to Workspaces

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

Storage You Choose

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

Health Checks

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.

Before high volume, the documentation advises adding queue-lag monitoring plus alerts on three signals: authentication anomalies, webhook delivery failures and worker error rates. Those three warn you of trouble before a customer notices.

Honest scaling note: The docs treat Redis-backed queue mode as a production requirement, not an option. Monitoring and alerting must be connected before a high-scale launch, and database indexes should match your highest-cardinality filters. None of this arrives tuned to your workload, and we prefer you know that now.

Security, Documented

Platform Security - Pinned JWT, Governed Sessions & a Documented Audit

Two security documents ship with the platform: a VAPT and compliance posture document, and a separate line-by-line audit run against a checklist derived from OWASP. They do not always agree, which is useful in itself. 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.

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

Zod checks input at each route boundary, and Drizzle parameterizes every query.

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.

Configuration required before production: 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. Three more items are documented as recommendations, not shipped: API keys are stored raw instead of hashed, frontend tokens live in browser storage instead of secure cookies, and resource-level authorization is uneven across route families, with centralized policy middleware named as the remedy. Two documents claim magic-byte upload validation; the audit marks it “not implemented”, and we side with the audit.

Extend It

Platform Add-Ons - Native Mobile, Hardening, Observability & Enterprise SSO

As delivered, the platform is complete and ready to demo. The modules below are the ones operators add most often, typically when they enter a stricter market, integrate more deeply, or face a security review that asks for more than the baseline.

Native iOS and Android Apps

No mobile app ships today; the product is responsive web. Native iOS and Android apps can be built as custom development.

Enterprise SSO

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

Stricter CORS, CSP and Cookies

An origin allowlist, a tighter content security policy, and tokens moved out of browser storage into secure cookies.

Secrets Encrypted at Rest

Setting up the encryption key and hashing API keys at rest, with plaintext shown just once when a key is created.

Central Logging and Alerts

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

One Authorization Policy

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

Retention and Data Lifecycle

Retention windows, scheduled purges and PII classification across analytics, audit and event data.

Scale-Out Tuning

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

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

This AI 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.
ChatGPT Clone

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

View Solution
Cameo Clone Celebrity shoutouts.
Cameo Clone

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

View Solution
Udemy Clone
Udemy Clone

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

View Solution
Youtube Clone, Video Sharing by Miracuves, Video Sharing Platform
YouTube Clone

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

View Solution

Business Model

Revenue Models - How an Owned AI Video Platform Earns

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.

Costs You Can Predict

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

Plans Plus API Usage

Recurring plans build a steady base, while metered API keys let your income grow inside other teams’ software.

Controls Win Bigger Deals

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

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 

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

  • a recurring subscription business 
  • an API product other software builds on 
  • a localization service for multilingual teams 
  • an asset holding your brand and customer data 

Illustrative Scenarios, Not a Forecast

Illustrative scenarios, not a forecast. 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 Product

Team Workspaces

Plans 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.

Scenario B: Multi-Market Platform

Many Markets

Plans, 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.

Scenario C: Enterprise & White-Label

Enterprise Accounts

Negotiated 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.

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.

Why Operators Pick Miracuves

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.

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.

Admin Controls That Exist

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

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.

Paperwork Reviewers Can Read

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

Straight Talk on Readiness

Each capability is marked Included, Supported or Configuration required, and the gaps are named: API keys stored unhashed, tokens in browser storage, no native mobile app. You know it all before you pay.

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

Criteria Miracuves (You Own It) Rented White-Label Software Custom Dev Agency
Time to Go Live 6 days to deploy Quick, on the vendor's servers 6-9+ months
Who Owns the Code ✔ You, in full The vendor; you rent access You, if the contract says so
Product Depth Avatars, voices, translation & exports Whatever the vendor exposes Set by your budget
Security Posture 2FA, audit logs, documented VAPT posture Vendor policy, not yours to audit Differs by team
Scaling Approach Queued workers across four domains Capped by your plan tier Rests on their design choices
How You Charge Plans, metered API, export tiers Resale margin on their pricing Built to order (extra time & cost)
Admin & Reporting 18-tab admin command center Reseller panel, limited controls Billed as extra scope
Cost Model $3,699 once, no per-video fee Recurring seat or credit fees Large budget, long timeline
Support After Launch Defined support plans Ticket queue, shared with all Per 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 pipeline stage or anything a procurement team signs off on. Rented software gives you those, but never the code. That is the gap we fill.

Industries

Who Runs a White Label AI Video Generator

This platform fits any business that makes video again and again under a brand. Marketing teams produce campaigns from templates and link output to results through analytics. Agencies give each client a separate workspace with its own plan and billing view. Corporate learning teams ship training in several languages, letting the translation pipeline stand in for an outside localization vendor while the audit trail records who did what. Product teams update explainers and onboarding through script version history instead of reshooting. Media and publishing groups grow presenter-led output without booking a studio. Software companies add generation to their own products through metered API keys and webhook callbacks. Consulting and services firms send client updates at volume. White-label resellers offer the entire platform to their own customers under their own brands.

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

Changelog

Release Notes - Version History of the AI Video Platform

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

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.

FAQ

White Label AI Video Generator FAQ - Costs, Providers, Languages & Launch

Straight answers on cost, providers, rights and what you set up before launch.

What Is a White Label AI Video Generator?

It is a complete AI video platform you run as your own product. Someone writes a script, picks an avatar and a synthetic voice, and the system renders a presenter-style video that can then be translated, exported and measured. Workspaces, roles, template and asset libraries, subscription billing, API metering and an 18-tab admin console surround it. You buy it once and receive the full source code.

Yes. You operate it under 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 and moderating what customers make are also yours. The platform logs actions for audit; the consent process is your responsibility.

$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.

Our side takes six days, 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.

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; we connect them. We built it that way on purpose, since pricing and quality in AI video shift faster than any release schedule. Miracuves has no model of its own.

No. It is a responsive web platform, and four separate technical documents confirm there is no native mobile package. Native iOS and Android can be scoped as custom development if you need them. We would rather say so plainly now than have you discover it after purchase.

How 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.

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.

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.

The interface comes in eight languages: English, Spanish, French, German, Hindi, Arabic, Chinese and Portuguese, each with 156 translation keys, and 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.

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.

It comes with a VAPT and compliance posture document and a separate line-by-line security audit checked 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. Documented just as clearly: API keys are stored unhashed, the frontend keeps tokens in browser storage instead of secure cookies, and authorization at the resource level is uneven between route families, with central policy middleware named as the fix. Reviewers get both sides.

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
Ownership

What White Label Actually Means Here

Most white label AI video software is rented: a seat or credit plan on the vendor's servers, with your logo on their dashboard. Here is where the line falls on this platform instead.

What carries your brand

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 you own outright

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 white label does not mean

It is not a model of our own and not a license to anyone's face or voice. Generation runs through AI provider accounts you open and pay for, under those providers' terms. Consent for any custom avatar or cloned voice, labeling of synthetic media where your markets require it, and moderation of what customers produce are yours to put in place. There is no native mobile app, and the platform is hardened around your deployment before launch. One installation runs one operator brand.

Explore the White Label AI Video Generator
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.

About this category

“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

We supply software, not rights to any likeness or any AI model. Opening and paying for AI provider accounts and staying within their terms, obtaining written consent from every person whose face or voice is used for a custom avatar or voice, labeling AI-generated media where the law requires it, privacy notices, and moderating the content your customers create are your responsibility. We do not advise on any of it.

Who built this

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.