We build AI agents that audit and reconcile the documents an operation runs on: insurance statements, commission calculations, loan files, medical records. Each result shows its sources, its calculation, and its confidence score, and anything below the floor goes to a person. We build inside your environment, and a working system takes four to six weeks.
Work queue
Premium bordereau
MGA 081 · $2.41M
Commission calc
MGA 114 · $30,967
Loss runs
Q2 · 3,418 rows
Reserve estimate
Large loss · $410K
Cash application
April · $863K
Commission calc · MGA 114
VarianceSources
Determination
Confidence 0.84 — below 0.92 floor → routed to human review
Decision trace recorded
Premium & claims audit agent, specialty insurance · recreated from production, figures representative
Customers
Technology partners
01 / Measured work
02 / What we build
01
Agents that check documents against the numbers they are supposed to support, reconcile records across systems, and assemble certified records from fragmented sources. They run continuously. Exceptions go to a person, and every result cites its source documents.
02
We build governed data products with automated lineage, and prepare document collections so models can query them. One government health program is replacing 160+ warehouses with this design.
03
We work out with your leadership who funds the system, who owns it, and when to shut it down.
03 / How it works
We document the workflow with your experts and agree on how to measure the result.
We design the data contracts, the controls, the agent, and the review screens, then build them.
We run your historical work through the system and tune what gets sent to a person.
You review the measured results and the controls, name an owner, and decide whether to put it in production.
Compared with the alternatives
A large consultancy
The two principals design and build it with a small senior team. You work with the same people from the first meeting to handoff.
A vertical software product
We build inside your cloud account, on your documents. You own the system and its audit trail.
An internal build
You get a working system in four to six weeks. Your operations team then runs it with runbooks and named owners.
04 / Principals
Managing Partner & CEO
Works with the executive team on the business case and on how the organization will run the system after launch.
Managing Partner & CTO
Leads architecture, controls, and engineering.
When teams bring us in
In specialty insurance, manual commission and bordereaux work leaks 3–8% and takes 3–10 days a month.
Human review, controls, ownership, and reporting were never defined. We define them before we build.
We build alongside strategy firms, inside their client engagements.
We’ll tell you whether AI fits, and what we would build in the first four to six weeks. It is a 30-minute working call with a managing partner, no deck.