We add AI features to your existing product
For teams with a live product and a roadmap full of AI ideas. We build the feature inside your codebase and your design, and your users never leave the app.
Where AI features stall
Your team is busy shipping the roadmap
The AI feature keeps losing to the next release. A short, focused engagement gets it built without pulling your engineers off core work.
A chatbot bolted to the side isn't a feature
Users want the product to be smarter where they already are: search that understands them, drafts they can edit, summaries of their own data.
Latency, cost and failures are product problems
A slow or flaky model call is a broken button. Streaming, fallbacks, caching and spend limits need design from the start.
Nobody knows if it's any good
Without a small set of test cases and a way to review outputs, every prompt change is a guess.
What you get
- The feature shipped inside your existing app, matching your stack and your design system
- Streaming responses, sensible failure states and per-user or per-account spend limits
- A small evaluation set so you can change prompts or models without guessing
- Documentation your own engineers can pick up and extend
How we add a feature
Step 1
Read your codebase
We start in your repo and your architecture, so the feature fits what exists instead of fighting it.
Step 2
Pick the smallest useful version
One feature, one user job. We agree what good output looks like before writing any model code.
Step 3
Build behind a flag
Ship it dark, test with your own team and a few real accounts, and watch quality and cost before everyone sees it.
Step 4
Release and hand off
Roll it out, document how it works, and walk your engineers through where to change prompts, models and limits.
Work behind this
Swell Energy
Customer-facing platforms and internal management tools for a distributed energy company.
See the workShipKit
Our own production Next.js framework: auth, payments, CMS and multi-tenant support.
See the workLong Game
A React Native savings app, built mobile-first with Stripe and Firebase.
See the workCommon questions
Tell us what you're working on.
A 30-minute call with the people who would do the work. If we're not the right fit, we'll say so.