Custom AI copilots built into your product.
We embed AI features directly into your product, in your interface, your brand, your workflow. Streaming responses, structured output, and the evals and guardrails that keep an in-product copilot dependable enough to ship to real users.
What we actually build
Bolting a generic chatbot onto your app is easy and rarely impressive. A real copilot is woven into the product: it understands the context the user is in, works with your data, and produces output your app can act on directly, not just a wall of text.
We build copilots as proper product features. That means streaming interfaces that feel fast, structured outputs your code can parse and use, and tool-calling so the copilot can trigger actions inside your app. It also means the unglamorous engineering that keeps them reliable: evaluation suites, guardrails against bad output, and monitoring in production.
The goal is a feature your users trust and reach for, one that makes your product noticeably better rather than a novelty they try once. We build it to your design system so it feels native, not bolted on.
What's included
Streaming UI
Responses that stream in token by token so the feature feels instant and responsive, not frozen while it thinks.
Structured outputs
The copilot returns data your app can parse and act on directly, powering real UI, not just free text.
Context-aware
It understands where the user is and what they're working on, so its help is relevant to the moment.
Tool calling
The copilot can trigger actions inside your product, filling forms, running queries, creating records.
Evals & guardrails
Test suites and safety rails that catch bad output before it reaches a user, so quality stays high.
Native design
Built to your design system and brand so the feature feels like part of the product, not an add-on.
From first call to production
Define the feature
We scope exactly what the copilot should do, where it lives, and how success is measured.
Prototype in-app
A working feature inside your product on real data, so your team feels it early and shapes it.
Add evals & rails
Build the evaluation and guardrail layer that keeps output reliable enough to ship.
Ship & monitor
Release to users with monitoring and analytics, then iterate on real usage. You own the code.
The impact you can expect
Common questions
How is this different from a chatbot?
A chatbot sits in a corner and talks. A copilot is built into your product's workflow, aware of context, working with your data, and able to take actions in the app. It produces structured output your product uses, not just a message.
Will it match our product's look and feel?
Yes. We build to your design system and brand so the copilot feels native. Users shouldn't be able to tell it was added later.
How do you keep the output reliable?
We build an evaluation suite that tests the copilot against real cases, plus guardrails that catch and block bad output before it reaches a user. This is the engineering that separates a shippable feature from a demo.
Do we own what you build?
Completely. The code runs in your environment on your keys, and you get the full repository at handover. No lock-in.
Ready to scope your project?
- Free 30-min scoping call
- Prototype in days
- No lock-in — you own the code