Generation is slow and sometimes fails
A model can take a minute and occasionally returns nothing. That cannot be a spinner the user is trapped behind — the work has to run in the background, survive a refresh, and say plainly when it did not work.
AI · Rogueframes, Canada
Five AI tools is easy. One product is not
Wiring a model to a form takes an afternoon. Turning several of them into something a person pays for every month — one account, one library, one bill, and a reason to open it when you are not generating anything — is the actual build.
- Video, image, vector and loops
- Freemium with subscriptions
- Canada
- Client
- Rogueframes
- Sector
- Creative tools · AI · Subscription
- Delivered
- 2026 — in production
- Services
- AI solutions, Web development, UI/UX
Project at a glance
The situation
The demo is the easy part
Most AI tool sites are a collection of separate demos wearing one logo. The gap between that and a product people subscribe to is where this project lived.
01 02 Five tools or one studio
If each generator has its own account, its own library and its own bill, it is five products. Sharing one identity, one library and one balance is what makes it a studio.
03 Nothing to do between generations
A tool you open only when you need something has no habit attached to it. Without somewhere to look at other people's work, retention is entirely down to intent.
04 Free has to cost something to run
Every free generation is a real bill from a model provider. The free tier has to be generous enough to convince and bounded enough to survive, and the line between them has to be enforced in the product rather than hoped for.
What we built
One studio, many models
A shared spine underneath — identity, jobs, library, billing — with each generator as a surface on top of it.
A generator for each medium
Video, photo editing, illustration, vector art and animated loops, each with the controls that medium actually needs rather than one generic prompt box pretending to serve them all.
Jobs that run in the background
Generation is queued and tracked, so a slow model does not hold the page hostage. Results land in the library whether or not the tab is still open, and failures say what happened.
One account, one library
Everything a person makes across every tool lands in the same place, with collections to organise it and a profile that shows it.
Explore, following and creators
A discovery feed, creator profiles and a top-creators view — so the platform has something to show on the days a visitor is not making anything.
Freemium with real limits
A free tier that lets people prove the product to themselves, and a subscription that unlocks the full set of models, with the boundary enforced where the generation is requested.
Built for the cost of inference
Model calls are metered and attributed, because on a platform like this the difference between a healthy month and a loss is a number nobody is watching.
What changed
A creative tool people come back to
Rogueframes runs as one product rather than a shelf of demos: a single account across every generator, work that survives a closed tab, and a feed that gives the platform a life beyond the moment of use.
- Generation runs as a background job, not a blocked page
- One identity, one library and one subscription across the tools
- Discovery feed, collections and creator profiles
- Free and premium tiers enforced at the point of generation
- 5+
Generators sharing one account
- 1
Library across every tool
- 2
Sides: create and discover
Built with
A front end that stays responsive while something slow happens elsewhere.
- Frontend
- Next.js
- React
- TypeScript
- Tailwind CSS
- AI
- Multiple model providers
- Prompt handling
- Media pipelines
- Usage metering
- Platform
- Accounts & profiles
- Background jobs
- Media storage
- Collections
- Commerce
- Subscriptions
- Free tier limits
- Billing
Putting a model in front of customers?
The model is rarely the hard part. Tell us what you want people to do with it and we will tell you what the product around it takes.