What I Build

AI systems built around the metric, not the demo.

These are examples, not a closed menu. Each lane started as a specific business problem: count this, find that law, show me who the company depends on, make the weekly handoff stop breaking. The capability name comes second.

Build Lanes

Start with what the business needed. The AI category came later.

Operational Map
Operational Map
System plate
Org signalDependency mapMeasured handoff

Capability: Operational Map

Find the three people the company quietly runs through.

In one real company, it meant seeing all 31 people and 7 products at once — including the three people the whole operation quietly depended on.

Named the people everything depends on, with severity—not a vague warning about what breaks when they're out
Product-entanglement map showing which teams share load and where collisions are coming
Phase 0 — Operational Audit
Phase 1 — Live Deployment
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AI Deployment
AI Deployment
Decision layer
Workflow inputPrivate pathBenchmark report

Capability: AI Deployment

Turn the weekly copy-paste job into a system.

In a real business, this usually means one repeated job stops living in a person's prompt habits and becomes a screen, trigger, queue, or review loop the team can use.

Working system in 1–4 weeks with a measurable win
Prospect dossiers cross-reference every call, thread, and record before writing to one buyer.
Deterministic Retrieval
Model Selection & Local Inference
Workflow Integration
Persuasion & Outreach Systems
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Computer Vision
Vision System
Perception
491 fieldsOn-device scanObject track

Capability: Computer Vision

Count the thing a person has been counting by hand.

In aquaculture, it meant a camera counting the tiny seed a crew had been counting by hand. In other shops, it means the camera finally sees the part everyone already looks at.

491-field face/body inventory for style, wellness, or identity applications
Instant subject isolation in video
Face & Body Analysis
Detection, Segmentation & Tracking
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Legal AI
Legal AI
Citation path
100% recallSource textPrivate inference

Capability: Legal AI

Find the law before anyone trusts the answer.

100% of the relevant law found on the bar exam — the $1,200-a-seat incumbent lost the head-to-head.

100% of the relevant law found on the bar exam — the $1,200-a-seat incumbent lost the head-to-head.
Runs on hardware the firm owns for a few dollars a month
Dimensional Classification Router
Citation-Aware Retrieval
Judge Analytics
Private Inference
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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.

Read the researcharrow_forward