

AI-Assisted Review Workstation
Evidence-centered review with explicit human decisions.
I design enterprise SaaS, platform, identity & trust, and human-AI workflows from ambiguous opportunity through shipped product.
Minneapolis–St. Paul · Open to product design opportunities · U.S. remote


I designed a shipped review workstation that keeps model signals, video evidence, and explicit human decisions in one auditable workflow.
// INDEPENDENT 0→1 PRODUCT WORK
Through independent venture work, I frame the root problem, reimagine the work around people and AI, and build enough of the strongest direction to generate better evidence. HuntMate is the current case.
Human-AI operations, remote proctoring, computer vision, candidate platforms, enterprise administration, and hardware-aware identity workflows.
These are operating choices, not a separate philosophy layer.
Show source, state, and context before asking someone to act.
Design retry, escalation, and human handoff before failure becomes a dead end.
Map people, models, devices, roles, and services around the decision.
Peers describe the work in terms of systems thinking, implementation clarity, and the ability to turn technical complexity into usable product behavior.
He's the kind of designer you want on complex platforms where the user experience directly impacts trust and operational outcomes.
Greg AndersonSenior Product Manager · PearsonStrong ability to turn detailed technical requirements into intuitive, user-friendly experiences.
Mani AnnaProduct Architect · PearsonHe knows how to make designs that are clean, functional, and straightforward to implement and develop.
Eric BootheSenior Software Developer · CertiportWhether building from scratch or tackling a difficult revamp, Michael consistently delivered thoughtful, scalable designs.
Michele HuspekSenior Business Systems Analyst · Pearson