From demo to real users.
An AI prototype taken to something you can put in front of real users.
You built something with an AI tool and it demos well. Then you looked underneath.
Five days, fixed price. You get a prioritised list of everything standing between what you have and real users — with the critical items fixed and deployed, not just documented.
Findings, then fixes.
A written assessment
Everything standing between what you have and real users, ranked by consequence rather than by how easy it is to fix.
The critical five, fixed
The top five items fixed and deployed — not documented and handed back for your team to schedule.
A call, and the rest
We walk you through what remains so you can decide what to do next. You own all of it, including the parts we did not get to.
What we look at.
- Authentication and access control
- Secrets and key exposure
- Data integrity and multi-tenant isolation
- Rate limiting and abuse paths
- Error handling and failure modes
- Observability and logging
- Deployment and rollback
- Cost exposure at real volume
These are the parts we could not skip on our own products, which is the only reason we know where they break.
Something that demos well?
Tell us what you built and what you are worried about. Five days later you will know exactly where you stand.
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