applied ai June 24, 2026 4 min read
When the crowd is the underwriter: applied AI for funding outcomes you can't see yet
Crowd-funded outcome markets ask strangers to bet on a future that hasn't happened. That makes trust, fraud, and incentive design the whole product. Applied AI helps, but only if you point it at the expensive judgment and keep humans on the costly calls.
In markets where crowds fund uncertain outcomes, trust is the product. Here's where applied AI actually earns its place, and a two-day way to start.
Keith Pattison
Founder, Black Flag Design