AI Product Development
We build AI products end-to-end — from architecture and model selection to auth, billing, observability and deploy. The output isn't a Figma file and a slide deck; it's a working product running in your cloud, monitored, documented, and yours to keep growing.
Concrete outputs — not vibes.
Production architecture
Model routing, infra, data flow, auth and billing — designed for scale on day one.
Working product
Frontend + backend + AI layer, deployed in your cloud account with CI/CD set up.
Evaluation harness
Golden datasets and continuous eval so quality doesn't silently regress.
Observability
Logs, traces, costs and latency dashboards from the first launch.
Documentation
Architecture decisions, runbooks and a hand-off the next engineer can read.
Five steps from brief to production.
Discovery & scoping
We pin down the problem, the user, and the metric that has to move.
Architecture
Model selection, infra, data flow, auth. Cost & latency budget signed off before we code.
Build
End-to-end engineering. Frontend, backend, AI layer, infra-as-code.
Eval & ship
Golden eval harness, observability, deploy to production.
Operate
Optional retainer for monitoring, optimization and continued iteration.
The tools we typically reach for.
These aren’t prescriptions — we adapt to what you already run. Worth knowing what we’re fluent in.
Questions we get about AI Product Development
Yes. A 2-week sprint usually gets us from a fuzzy idea to a written architecture, a working prototype and a real cost/risk plan. You decide whether to keep going from there.
Yours. We deploy into your AWS or GCP account from day one. We don't host things on our infra for you to migrate later.
Whatever fits — usually a router that picks Claude, GPT, Gemini or an open model per task. We measure cost and quality against your eval set rather than pick by hype.
No. We design the model layer so swapping providers is a config change, not a rewrite.
You do — code, infra, models, evals. We retain rights to our general-purpose tooling and methodology.
AI Automation & Workflows
Reduce repetitive work with intelligent automation that operates inside your existing stack.
AI Chatbots & Agents
Chatbots and agents grounded in your knowledgebase, CRM and product — not just "chatGPT in a widget."
Cloud Infrastructure & Deployment
Enterprise-grade cloud architecture with security, observability and cost discipline from day one.
Send a brief — we reply in 4h.