Cases

Nobody who could build it was looking at their industry.

That's the whole story, every time. A live map of 31 people and 7 products exposed bottlenecks and abandoned critical work. 100% of the relevant law found on the bar exam — the $1,200-a-seat incumbent lost the head-to-head. Camera counting for 10mm oyster seed in murky water, replacing hand counts with accepted ±20% variance. They were not asking for an AI lane. They were describing Tuesday.

Operational Visibility
31 people · 7 productsDependency map
Payments Infrastructure

Operational Intelligence for a Payments-Orchestration Platform

Problem

A 31-person company shipping 7 products, and the founder was still the only one who could see how it all fit together. The stuff that actually runs the business — which bank will approve which kind of merchant, why the payment setup was wired a certain way — lived in three people's heads. Four engineers were stretched across five "critical" projects, and one of those "critical" products had nobody actually working on it. Everyone there had quietly accepted running the company off a handful of memories.

Key result

One live map of 31 people and 7 products, built from the tools they already used — naming the three people the whole operation quietly ran through, and a 'critical' product nobody was actually working on.

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Legal Research That Hit 100% Recall — at a Sixth of the Price
Citation Router
Strong recall1 week
Legal Technology

Legal Research That Hit 100% Recall — at a Sixth of the Price

Problem

Small firms were paying $1,200 a seat for legal AI that still missed relevant law — and sending privileged client matters off to someone else's servers to do it. It found 100% of the relevant law on the bar exam, and beat the $1,200-a-seat incumbent on the exam itself.

Key result

It found 100% of the relevant law on the bar exam, and beat the $1,200-a-seat incumbent on the exam itself.

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The research is public.

Benchmarks run on machines I own, measured against frontier systems — with the failed approaches reported next to the results. Read it before you take my word for anything.