Work · AI product
IgniteAI
One product photo in, one finished UGC video ad out.
What it is
A production SaaS that turns a product photo and a one-line brief into a voiced, captioned, storyboarded video ad. Stills are approved before any paid video generation, scenes are generated one after another with last-frame continuity, and the script is fitted to a fixed words-per-second budget so speech is never cut. It ships a remote MCP server so AI agents can use its free marketing tools directly.
What was hard, or unusual
- Three-layer design: Markdown directives, an orchestrating agent, and deterministic Python for everything that must be repeatable.
- Every pricing or availability fact is synced across the MCP server, WebMCP tools, llms.txt and page copy in the same pull request, with drift-audit greps.
- Self-serve purchases have been paused since 2026-08-23 behind a fail-closed flag. Signup, free credits, generation for existing users, the free tools and the MCP server all stay open. Nothing was deleted.
Stack
PythonFastAPILangGraphVeo 3.1GeminiElevenLabsCloud RunFirestoreAngularNext.jsRazorpayMCP