What We Shipped
Selected work, each tied to an operating outcome.
Records Processed
Production ML Accuracy
Industries Served
Aggregate metrics include founder-led prior roles and KYFEX client engagements, counted from production systems that reached live operation.
Case Studies

Municipal Government
Multi-pipeline AI platform: 197 asset types detected, 86K trees assessed, 99%+ crash extraction accuracy, 6,400+ automated tests
Mobile Gaming Company
Medallion architecture processing 1B+ records across 12 sources with 99.4% financial accuracy
Case Studies
Measured outcomes from systems that reached production.
Selected work, each tied to an operating outcome.
Civic Infrastructure AI
ConstraintManual inspection of street-level imagery, tree hazards, road conditions, and crash reports at city scale, across millions of images and thousands of documents
OutcomeMulti-pipeline AI platform: 197 asset types detected, 86K trees assessed, 99%+ crash extraction accuracy, 6,400+ automated tests
Gaming Analytics Platform
ConstraintFragmented data across 12 sources, manual reporting, no unified view of player monetization or campaign ROI
OutcomeMedallion architecture processing 1B+ records across 12 sources with 99.4% financial accuracy
Healthcare AI - Medical Scribe
Outcome40%+ reduction in documentation time with AI-driven medical scribe
App Review Intelligence
OutcomeNLP-powered review analysis with predictive analytics across 10 languages
AI-Driven Recruiting Marketplace
OutcomeEnd-to-end recruiting platform with live coding, video screening, and AI bias detection
High-Throughput Email Verification
OutcomeCustom Rust SMTP engine with sub-second verification processing millions of emails
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