Who it is for
Best for teams that have a real operational or product problem and need a practical path from idea to working AI feature.
We help founders, operations teams and agencies turn vague AI ideas into scoped, useful software. Work can cover model selection, prompt systems, retrieval architecture, workflow design, product engineering, evaluation and launch support.
What you get
01
Outcome
AI opportunity map with risks, data needs and recommended build order.
02
Outcome
Prototype or production feature wired into your existing stack.
03
Outcome
Evaluation plan, prompt assets and implementation notes for your team.
04
Outcome
Launch support for model providers, monitoring and user feedback loops.
Process
- FrameClarify the workflow, user promise, data sources, business constraint and what success should look like.
- PrototypeBuild a lean version fast enough to test the core behavior with real examples and edge cases.
- HardenAdd guardrails, observability, auth, rate limits and a hand-off path so the feature can operate in production.
FAQ
Can you work inside an existing product? +
Yes. Most AI engagements connect to an existing Next.js, SaaS, CRM, internal tool or content workflow.
Do you only build with OpenAI? +
No. Provider choice depends on the use case, latency, privacy, budget and deployment requirements.
Ready to scope this?
Send a short note with the goal, timeline and current state of the project. We will turn that into a practical next step.
Start a conversation →