Distinct gets seen. Generic gets buried.

AI answers, social feeds, forums, and shopping agents now decide what buyers see. Being distinct isn't branding anymore — it's the condition for existing. A brand that converges to the machine's category average becomes unattributable, unnameable, and invisible.

Distinctiveness Engineering is two layers, one business: Measure (the Brand Distinctiveness Index — where you're averaged, ranked with evidence), Build (the identity, voice, and proof machines can attribute, placed where AI reads — about 85% off-site), and Hold (daily observability, because distinctiveness decays the moment you stop). Only 3% of brands take 71% of AI recommendations. The audit tells you which side you're on.