Synthetic counterfactual research designs

Rewriting 26,000 crowdfunding pitches with AI cut the variation in length and quality by about 80%

The Manchester and Alberta authors argue that easier polish for one founder means harder differentiation for all of them, and they are careful to call their 26,000-pitch exercise an illustration of that argument rather than a test of it.