Bring us the question. We'll build the answer.
We build AI agents and knowledge systems that your risk, security and engineering teams can govern, audit and own.
most projects start with a 20-minute call
What we build
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Governed AI agents
Agents that investigate, decide and act through controlled tools. Consequential actions wait for a person.
See the agent projects -


Auditable knowledge systems
Retrieval and knowledge graphs where each answer traces to a source or a rule.
See the knowledge projects -


Applied machine learning
Vision, fraud and prediction models, reported on held-out data with stated limitations.
See the ML projects
How a project runs
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Question
We dig into what you actually need, not just what you asked for.
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Explore
Quick prototypes and options, so you can see ideas before committing to them.
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Build
Weekly check-ins and working demos. No disappearing for months.
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Ship
Launch, measure, and improve. We stick around after go-live.
Lab notes
Recent experiments that made it out of the lab.
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Governed agents
Autonomous financial investigation platform
Explains why profitability moved, with an evidence trail an auditor can follow.
Read the note -
Governed agents
Operations automation agents
Six agents that investigate a business event, decide, act through controlled tools and escalate to a person when required.
Read the note -
Applied machine learning
Explainable visual inspection
Finds, measures and explains defects on produce, and shows the reasoning behind each diagnosis.
Read the note
The curious people behind the lab
We're a small team of designers and developers who like hard questions. We ask a lot of them early, then build in small steps so you can see real progress every week.
What are you building?
Tell us what you're working on and we'll get back to you within two working days.