The bench is where practicing specialists shape how AI systems are trained, evaluated, and deployed. Real engagements that flex around your schedule, on work where your judgment is the product, not your hours.
Working specialists in software engineering, finance, accounting, and consulting & strategy, plus sharp generalists who write clearly and argue honestly. What matters is demonstrated judgment in your field: you can tell strong work from plausible work, and explain the difference.
Identity verification, then a work-sample assessment in your domain, then calibration onboarding against real exemplars. It's more demanding than a marketplace signup, and that's exactly why the bench carries weight with clients.
Engagements that flex around your practice or your job: evaluation, preference work, red teaming, and rubric design at the frontier of your field. Clear briefs, real feedback, and work that matches the judgment you bring.
Send your domain, a line on what you do, and a link (LinkedIn, portfolio, or CV) to experts@keenmatter.ai. We reply to every serious application.