Quality software in the agentic age.
We build production-grade AI systems by finding where today’s models fall short and engineering around those limits. Our work spans browser agents at scale, search and conversational AI, with a focus on correctness and making system behaviour understandable.
Agentic systems that make it to production.
We design tools, orchestrate agents, manage state, and build the evaluation and observability needed to run these systems reliably. We specialise in three areas.
Browser automation
We build systems that run browser agents at scale, handling logins and dynamic web applications.
RAG and semantic search
Retrieval systems that answer questions grounded in large knowledge corpora, including cases where the right answer requires difficult judgement rather than simple lookup, with results that are accurate and traceable to their source.
Conversational AI
Chat agents that connect to your workspace and external services, with tools to act on your behalf, memory to retain context, and guardrails to limit what they can do.
The unglamorous parts.
It's easy to vibe code a demo these days. We focus on the real engineering problems that make the difference between a demo and a long-lived production system.
We'll tell you when it's a bad fit.
Not every problem needs an agent, and not every agent needs us. You get a straight answer about what will work and what will not before you commit money to it. When we do take on the work, we deliver what we agreed on.
Consultancy
We help you pick the right architecture, figure out where an agent adds value and where a plain program will do, review what you already have, and set up the evaluation that tells you whether it works before your customers do.
Hands-on delivery
Building the thing. We design, build, test and ship the system, either embedded in your team or as a delivered piece of work, and we hand it over documented and observable so your engineers can run it without us.
Let's talk about your system.
Tell us what you are trying to build, or what is not working in what you have. An engineer will reply.