We build developer tools that make sure your AI-generated applications give trustworthy answers.
Your AI coding agent writes the app. We make sure it can prove what it tells you.
Engine-agnostic. Works with any AI coding agent.
the builder's dilemma
Builders in regulated and high-stakes workflows are finding AI coding agents don't make an application trustworthy on their own.
"If this is wrong, what stops it before it ships?"
“Show me the exact passage, not just the document.”
“How do I know it's right, and not just convincing?”
“Pull the full trail. Six months from now, not today.”
“What exactly was I approving?”
Black Box. Lives beside the app, not inside it.
Brittle. Agents misuse APIs and make dead calls.
Stack-bound. Locks the app to one runtime.
Portable. Works across any AI coding agent.
Stack-independent. The agent generates for the stack.
Integrated. Lives inside the app, installs as a pack.
The builder's Reality
What Works today
85% of professional developers now use AI coding tools. The productivity story is real.
What does not work
Roughly 1 in 20 AI requests fail silently in production. 17–33% hallucination rates even in purpose-built legal AI with retrieval.
What comes next
EU AI Act, NIST AI RMF, and sector rules converge on the same needs: provenance, verification, disambiguation, explainability, oversight, audit.
Trust breaks down into eight separate capabilities, and an agent doesn't ship with any of them built in.
Where it came from.
Proof it's correct.
The meaning that was intended.
A plain reason.
Bad output blocked early.
A human in control.
Tailored with an audit trail.
Only data you may use.
What we build
Trust at the application, the organization, and between organizations. The same stack, deployed wider.
Builders and developers
CIO, CISO, compliance, risk
Multi-org agent workflows
Early Proof
A one-day engagement built a working due-diligence prototype on the firm's real workflow. Now moving from prototype to pilot.
“What surprised me was how quickly we had real answers. We found out just as fast what wasn’t worth pursuing.”
Todd Bissett · Pulse Law
Backed by 185+ patents (155+ granted) across 9 jurisdictions.
We'll tell you honestly where we can help and where we can't on a 30 minute call.
Book a call →Developer tools that make sure your AI-generated applications give trustworthy answers.
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