Every organization runs on unstructured records - emails, notes, contracts, documents, logs. That's where the real story lives, and no dashboard can read it. Untrap builds AI that reads it at scale and turns it into specific, verifiable actions.
We're researching regulated financial markets with industry leaders. We'd love to learn from your insight
Structured data and unstructured text, analyzed together. The context every other tool walks past.
Every finding is specific and prioritized. Not charts to interpret - decisions ready to make.
Every conclusion links back to the underlying record. You can verify anything Untrap tells you.
Read-only connections to your existing systems. No migration, no workflow changes, no training.
In production deployments, Untrap's engine has read tens of thousands of records - tickets, customer service notes, client emails - and surfaced revenue leakage, delivery failures, and client risk that had gone undetected for years, including roughly 1% of annual revenue in unbilled work its customers didn't know existed.
That's the capability. The applications are bigger than any one industry.
Your Systems Capture What Happened. They Can't Tell You What It Means.
Why the standard approaches keep failing.
Contracts and regulations dictate what your business is supposed to do - but those obligations live in documents and free text, not in structured fields. Dashboards only see the fields, so they can never tell you whether what's happening matches what's required.
Asking your team to read thousands of records for patterns isn't a process, it's a fantasy. It doesn't scale, and it doesn't repeat.
A chatbot bolted onto your data answers questions you already knew to ask. It doesn't hunt through your records daily for the problems you didn't know you had.
That's the capability. The applications are bigger than any one industry.
The Untrap Engine
Specialized AI agents that read your structured and unstructured data together - and surface what a team of analysts would take months to find.
Untrap does the work of an auditor, an analyst, and an operations expert simultaneously, every day, automatically:
What was promised - in contracts, emails, and documents - versus what's actually happening
Which changes in your operation, systems, or AI applications matter - and to whom
Finds specific and systemic opportunities and risks - the one-off error and the pattern behind it
What's costing you money, quietly and repeatedly
Where the record no longer matches reality
The only approach that analyzes structured and unstructured data as one body of evidence - contracts, compliance guidelines, records, notes, emails, and logs every other tool ignores.
Not "you have a problem" - exactly where, why, how much it's worth, and what to do next.
Read-only access on top of your current systems. Running in hours, not quarters.
Each conclusion traces back to the underlying record. You can verify anything Untrap tells you. Nothing is a black box.
The AI systems your business runs on change constantly - models, versions, behavior. Untrap watches how they change and what those changes touch.
The engine is domain-independent - from service operations to AI-driven applications. We're actively researching applications in regulated financial markets.
Most customers see their first actionable finding within one week of connecting.
AI agents work through your full history - structured fields and free text together - in hours, not months.
Untrap connects to your existing systems of record via read-only API. No configuration project, no changes to how your team works.
Specific, prioritized findings routed to the person who can act on each one, with the source record behind every conclusion.
We're speaking with leaders across regulated financial markets and the companies that serve them. If that's your world, we'd genuinely like to hear how this looks from your chair.
