AI readiness check
Where AI helps, where it shouldn't, and what data you already have.
Human-data programs for frontier model work. Pilot to delivery, with calibration and QC.
- Defined standards, calibration materials, and quality controls for programs involving 3,000+ contributors.
- Ran client pilots from design through implementation and delivery.
- Absorbed day-to-day contributor ops and delivery coordination so field engineers and PMs could stay focused on internal work.
For business
Put AI into one workflow. Your staff decide.
Pilot build
I build the workflow and leave it with the people who run it.
Staff review and QC
How your staff check AI output, which decisions stay with them, and how you measure results after launch.
Hiring
Open to contract and full-time remote.
Roles in AI program management, human data operations, training and quality, and AI data delivery.
Or email owen.onderdonk@gmail.com. I'll send a resume tailored to your role.
Capabilities
What I do.
Research data operations Shipped
Turn a research goal and its failure modes into the task spec, contributor requirements, review workflow, and acceptance criteria.
Evaluation systems Shipped
Write rubrics and reference solutions, and check AI answers and code for correctness, units, limits, and edge cases.
Human quality systems Shipped
Train and calibrate contributors, review the reviewers, and catch what automated checks miss, so quality gaps close before delivery.
Contact
Email me.
✦ Learning Voyage LLC. Independent practice.