AI features people
actually trust.
We design and build AI into products — grounded in your data, wrapped in guardrails, and measured on outcomes. From LLM apps and retrieval assistants to agents and copilots, we turn 'AI somewhere' into shipped features that hold up in production.
From prompt to production.
LLM applications
Purpose-built apps around large language models — prompt engineering, structured outputs, evaluation, and the guardrails that make them dependable.
RAG & knowledge assistants
Retrieval over your own documents and data so answers are grounded, current, and cite their sources — not hallucinated.
AI agents
Agents that take multi-step actions across your tools, with human-in-the-loop checkpoints where the stakes are high.
Chatbots & copilots
In-product assistants that help users get things done — support, search, drafting, and workflow copilots that feel native.
AI integration
Weave AI into the product you already have — summarize, classify, extract, and generate, wired into your existing stack.
AI strategy (light)
A pragmatic read on where AI actually helps your business, what it costs, and what to build first — before you spend.
No hype. No black boxes.
AI features earn trust when they're engineered like any other system — observable, testable, and honest about their limits. That's how we build every one.
Grounded in your data
Retrieval and context engineering keep answers tied to your reality, with citations you can trust.
Wrapped in guardrails
Validation, fallbacks, rate limits, and human-in-the-loop where it matters. Failure modes handled, not ignored.
Measured on outcomes
Evals and tracing from day one, so we can prove a feature works and keep it working as models change.
Right-sized & cost-aware
The smallest model that does the job, cached and monitored — quality that holds up without a runaway bill.
And we build with AI too
We use AI across our own delivery — accelerating coding, review, and QA — so you ship faster without cutting corners. The judgment stays human; the busywork doesn't.
Have something to build?
Tell us what you're working on. We'll get back to you with a clear, honest take on how we can help.