AI does 80% of positioning work but the last 20% is what matters.

Claim

I gave an AI three docs from a real company and it produced market research, ICP, messaging, and a homepage mockup in minutes—but it failed on customer voice, conviction, and taste. The output looks right, which is the danger.

Mechanism

AI collapses days of desk research into hours, but it can't replace customer interviews, win/loss analysis, or strategic judgement calls. The 20% that AI gets wrong—customer voice, conviction, taste—is what makes positioning come alive and differentiated.