INTEGRATION · 4–6 WEEKS
Add AI to a product that already ships.
We drop a copilot, RAG layer, or agent flow into your live product. Built into your stack, monitored in prod, with evals you can show your team.
4–6 week clock. The deliverable is your prod environment. Never a Jupyter notebook.
BUILT FOR
Three founders we've worked with.
If one of these sounds like you, we should talk.
"We have a product. We need an AI feature in it."
You ship a SaaS, marketplace, or internal tool. There's a workflow that should be a copilot or a RAG-powered search. Your team can build it, but it's not their next sprint, and it's not their next quarter.
"We tried adding AI ourselves. It got weird."
Halfway-built RAG, hallucinations in production, no evals, latency that keeps spiking. Bring us in. We finish it the right way and document what we did so your team owns it after.
"We need this in prod, not in a Jupyter notebook."
Most AI consultants leave you with a notebook and a deck. We integrate into your CI, your auth, your billing, your observability. Production from day one.
WHAT YOU GET
The deliverables.
- AI feature live in your prod environment, integrated with your auth, billing, and obs stack
- Evals + golden test set so regressions get caught
- Cost monitoring + alerting (no surprise OpenAI bills)
- Prompt + model registry so prompt changes are reviewable
- Runbook + on-call playbook for your team
- Two weeks of post-ship support included
TIMELINE
What happens, when.
Week 1
Architecture review + integration plan
Week 2–3
Build against your prod data
Week 4
Evals + cost tuning + load testing
Week 5
Soft launch (10% of traffic)
Week 6
Full rollout + handover
HOW WE WORK
The engagement, end to end.
Week zero: fit check
30-min call to look at your stack and the use case. We come back with a build plan that lists every API, table, and endpoint we'll touch. If your auth is OAuth-something-weird or your DB is on a vendor we haven't worked with, we tell you up front.
Weeks 1–4: build inside your repo
We work in your repo, your branch, your CI. Daily Slack updates, weekly demo calls. PRs reviewed by your team before merge. Your code stays your code.
Weeks 5–6: ramp + handover
Soft launch behind a feature flag, ramped to 100% over 5 days. Then a 2-hour handover session and a written runbook. We stay reachable for 14 days after handover at no extra cost.
TECH STACK
What we typically reach for.
Pragmatic. Boring where boring works.
OTHER WAYS TO WORK WITH US
Sprint to validate. Integration to embed. Build to launch. Residency to scale.
2 WEEKS
Sprint
Validate the AI bet before the build.
A 2-week, fixed-scope sprint to ship a working POC. End the sprint either confident in the bet or with a clean killswitch decision.
Learn more8–16 WEEKS
Build
Ship an AI-native product from zero.
Greenfield AI engineering. Architecture, infra, product surface, ops. We build it, you own it, day one.
Learn moreONGOING
Residency
Embedded AI lead, fractional.
2–3 days a week embedded with your team. Strategy, architecture, code review, hiring loops. The senior AI engineer you can't find to hire.
Learn moreReady to ship the AI feature?
Send a brief. We'll come back in 24 hours with a build plan or a referral.
Talk to us