Products
Products shaped by 20 years of solving enterprise pain points
These products come from two decades of building inside enterprise environments where complexity, governance, workflow friction, and operational risk are everyday problems. Each product is designed to solve a real business pain with practical architecture, clear ownership, and measurable outcomes.
Framework and education
Operating AI Systems
A practical framework for turning AI experiments into governed systems that teams can evaluate, operate, and trust.
For teams that need AI strategy, governance, and operating discipline.

AI governance layer
InfoDump
A governance layer that sits between people, models, and business systems so teams can use AI without giving up privacy or data control.
For organizations adopting AI across departments with policy and ownership needs.

Medical Dispute Resolution Platform
Medispute
A medical dispute resolution platform built around complex case flows, operational clarity, and structured decision-making.
For healthcare and claims workflows that need process visibility.
Business utility
QR Celery
A QR code generation and management product for practical business use cases and repeatable campaigns.
For teams that need simple QR operations without unnecessary complexity.

AI talent workflow
Resume Audit Tool
A resume analysis tool that compares candidate material against job descriptions and highlights practical improvement areas.
For job seekers, recruiters, and talent teams using AI-assisted screening.
Developer automation
Automated QA Engineer
A QA automation system for generating tests, running checks, and creating audit trails for GitHub repositories.
For engineering teams that want faster testing without losing reviewability.