Work
Six products, each with a number behind it.
Every page names the user, the bet, the acceptance criteria set before build, where a person stays at the gate, and the audited result.
01 / Margin protection
The Review Desk That Surfaced $221,915.70 in Missed Margin
An estimator assembled every bid from five documents that disagreed with each other, and nothing caught the gap before it shipped.
Read the page02 / Workflow product
The Quote Import Tool That Returned 30-60 Hours a Week to a 12-Person Estimating Team
A ~50-person controls contractor quoted every job by retyping the same facts through three disconnected systems, twice at the seams.
Read the page03 / Local-first AI
Stem: A Local-First AI System With Zero Confirmed Leaks Across 19,124 Production Events
A daily AI practice that mixed sensitive documents with ordinary questions defaulted every request to the same cloud model, or slowed down to sort them by hand.
Read the page04 / Orchestration
A Dependency-Aware Orchestrator That Delivered 2.25× Realized Throughput
Every task ran through one model in one growing context, one step at a time, whether or not the steps depended on each other.
Read the page05 / Validation gate
The QA Gate That Blocked a 63-of-66 Failing Pricing Path Before It Touched a Live Quote
A fuzzy-matching path guessed catalog prices from ambiguous line descriptions and looked as trustworthy as the exact-match path beside it.
Read the page06 / Quote assembly
The Quote-Assembly Tool That Turned a 24-Line Export Into an 88-Line Quote With Zero Missed Prices
An estimator used to retype a raw vendor export into the company's quote format by hand, under deadline, on every job.
Read the page