Programmatic Video

Code-based, data-driven video with Remotion, turn a React component into a deterministic, byte-identical MP4 with branded intros, animated charts and diacritic-safe subtitles.

Code-based, data-driven video generation with Remotion, turning a React component into a deterministic MP4. Unlike AI video tools, the same data always produces the same byte-identical video, so it is versionable, testable, and cacheable. It is built to convert real customer report data into animated video summaries with branded intros, animated charts, and diacritic-safe subtitles.

$15 one-time
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Prices include 20% VAT. · Forged on real agency work · one-time, no lock-in

  • Type Skill
  • Category Content & Video
  • Delivery Email · instant
  • License One-time
Run preview
forgehouse, programmatic-video

Inside the run · no black box

See the actual work before you buy it.

Feed it the same report twice and you get the same video twice. Rendering is code, every number is schema-validated against a real source, and platform formats fall out of one composition.

  1. Draws the category line first: this is deterministic, code-rendered video (React component to MP4), where the same input data always produces the same file. AI-generated cinematic video is a separate, complementary layer.
  2. Validates the input data with a schema before any render: every number in the video must come from a real report source, and a missing or speculative field cancels the render instead of slipping through.
  3. Builds the composition as React sequences: branded intro, metric counters animated frame by frame from the props, chart animations, then an outro with the call to action.
  4. Enforces determinism inside the composition: no Math.random or Date.now, only seeded randomness, so renders are reproducible, testable and cacheable.
  5. Picks render infrastructure by volume: a self-hosted server for single videos, parallel serverless chunks for batches, with each video in a batch rendered as an isolated job so one failure never stops the rest.
  6. Outputs the MP4 plus a subtitle file, derives platform formats (9:16, 16:9, 1:1) from the same composition via props, and routes any client-facing video through the approval gate before delivery.
Use cases · what happens when you plug it in

One power source. 6 lines out.

programmatic-video · core

core active · 6 lines

  1. Turning monthly report metrics into a 30-60s animated video summary

    ✓ turning monthly report m…
  2. Adding a branded intro and outro to every customer video

    ✓ adding a branded intro and
  3. Animating charts: ranking gains, conversion trends, growth lines

    ✓ animating charts: ranking
  4. Rendering diacritic-safe subtitles for social and education clips

    ✓ rendering diacritic-safe…
  5. Batch-rendering one template across many clients with different data

    ✓ batch-rendering one temp…
  6. Layering deterministic data and brand on top of AI b-roll footage

    ✓ layering deterministic d…
Benefits · what you walk away with

Yours to keep.

Drag time forward. Watch what stays.

Forever

That's what owning means.

The rented stack

ai writing tool: subscription

expired · access lost

analytics suite: subscription

expired · access lost

design platform: subscription

expired · access lost

(nothing left)

Your forge

  1. Same data in, same video out: versionable and reproducible renders

    license: perpetual
  2. Real metrics flow from props, so fabricated numbers are impossible

    license: perpetual
  3. Higher completion than PDFs: a 45s watch beats a two-page document

    license: perpetual
  4. One composition outputs multiple aspect ratios (9:16, 16:9, 1:1)

    license: perpetual

subscriptions expire · deeds don't

What's included · the full manifest

Everything in the box.

Pick a piece up. Watch it work.

Remotion React-to-MP4 composition templates with sequences

part 01 of 06 · in the box

6 parts · one working system · ships instantly by email

Who it's for

This wasn't forged for everyone.

  • Not for you if you'd rather rent a tool than own one.
  • Not for you if you want someone else to run your stack.
  • Not for you if you're happy guessing.
Still here? Good.

Agencies and product teams who want reproducible, branded, data-driven videos rendered from code rather than one-off AI clips.

then this was forged for you.

Works with

Universal by design: these run in any AI. Delivered in the open Agent Skills + MCP format (native in Claude); ChatGPT, Gemini, Cursor and Copilot adapt the same files their own way.

  • Claude Native format
  • ChatGPT Adapts via open standards
  • Gemini Adapts via open standards
  • Cursor Adapts via open standards
  • Copilot Adapts via open standards
Questions · still in the air

Catch what's on your mind.

the air is clear. nothing between you and the forge.
catch a spark: the forge will answer

  1. Do I need to know React to get videos out of this?

    Yes, at least enough to work with components, because the whole mechanism is Remotion turning a React component into an MP4. The templates and sequence patterns are provided, but the composition lives in code you can read and edit.

  2. What does deterministic actually buy me over an AI video tool?

    The same data always produces the same byte-identical video, so renders are versionable, testable, and cacheable, and real metrics flow from Zod-validated props that abort the render on missing or fake data. AI tools give you a different clip every run; this gives you a reproducible pipeline.

  3. Can it generate creative footage or visuals on its own?

    No. It renders what your React components and data describe; it does not imagine scenes. For b-roll you bring AI-generated footage separately and layer the deterministic data and brand elements on top.

  4. How is it delivered?

    By email right after purchase: ready to run, downloaded instantly, no setup wait.

  5. One-time or subscription?

    A one-time purchase; no subscription or hidden fees. VAT (20%) is included.

  6. Can I get a refund?

    As a digital product, it can’t be refunded once downloaded. That’s why we show exactly what’s inside and who it’s for, right here.