01 / First users
You are preparing to launch
A working product needs a repeatable route into the hands of real users.
Product Factory · AAI Labs
You keep ownership of the product. Product Factory adds the technical foundation, review, and operational support that help your team keep building and move real changes into production.
For founders and small teams already building a real product with AI.
When Product Factory helps
The product already works. These are the moments when extra technical help can keep progress moving without turning every decision into a hiring project.
01 / First users
A working product needs a repeatable route into the hands of real users.
02 / Big change
A migration, integration, or important workflow change deserves more technical scrutiny.
03 / Next stage
Usage, cost, reliability, or team demands are creating a decision the existing setup cannot answer.
What we add to your build
Architecture, data, repository, and dependency decisions explained in the context of what you are trying to build next.
Environments, testing foundations, and bounded review for consequential or AI-generated changes.
Deployment workflow, release controls, backups, rollback, and a recovery path the team can actually follow.
Monitoring, useful alerts, infrastructure maintenance, bounded incident triage, and evidence-based scale guidance.
How we work with you
The first engagement turns the current state and the next product goal into a focused technical plan.
01 / See
We review what exists, how the team works today, and the next change or launch you are aiming for.
02 / Focus
We identify the immediate technical job, define responsibilities, and agree what evidence will show it works.
03 / Move
We apply the plan to an actual change, document the result, and decide whether any recurring support is justified.
The first step
A Technical Health Check shows what needs attention now, who should own it, and whether Product Factory is the right next step.
Scoped first engagement
Get a Technical Health Check