Amazon Creative Ops Platform for Sellers
Expanded Genrupt from a fragile AI media MVP into a real Amazon creative ops platform with billing, generation workflows, and stronger product foundations.
What changed
Helped turn Genrupt into a platform that could support paying seller teams with subscriptions, organization billing, and safer cost controls.
- Proof type
- Client work
- Client
- Genrupt
- Service
- Contract Product Engineering
- Best fit
- Teams turning an early AI product into something customers can actually buy, trust, and use at scale.
- Track
- AI Systems
- Role
- Contract Full-Stack Engineer
- Timeline
- Contract engagement, 2025 to 2026
- Team
- Worked inside a small product team
Why it mattered
Genrupt had outgrown its original AI image and video MVP. To support paying customers, it needed real billing, safer credit accounting, and more reliable handling for long-running image, video, and storyboard jobs.
Constraints
- The product had to support paying customers while the platform surface kept expanding.
- Long-running generation jobs needed to retry safely without drifting credits or billing state.
Built with
// What Was Happening
Genrupt had outgrown its original AI image and video MVP. To support paying customers, it needed real billing, safer credit accounting, and more reliable handling for long-running image, video, and storyboard jobs.
At the same time, the product surface was expanding into Amazon seller workflows like market analysis, variations, listing builder, A+ content, and experimentation, which put pressure on architecture, state management, and async infrastructure.
// What I Built
Built the subscription, organization, and credit-ledger flows needed to support real paying customers instead of a fragile AI MVP.
Hardened the long-running generation engine so image, video, storyboard, and related jobs could retry safely without breaking user state or cost accounting.
Shipped new seller-facing workflows, including inline text editing for product images and the foundations for market analysis, listing builder, A+ tooling, and agent-facing interfaces.
Cleaned up architecture across routes, services, and client state so the team could keep shipping without compounding the product's earlier fragility.
// What Changed
Helped turn Genrupt into a platform that could support paying seller teams with subscriptions, organization billing, and safer cost controls.
Long-running generation flows became more dependable, which made newer seller workflows practical to ship instead of risky to launch.
Load testing gave the team clearer launch-capacity targets for current and future events.
The cleaned-up architecture made it easier to keep adding seller workflows and agent-driven features without piling more fragility into the product.
Need this kind of workflow cleaned up?
If your business is still relying on copy-paste, fragmented tools, or one person’s memory, bring the workflow and we’ll scope the first fix.