
Commercial Breakage: When AI Can't Explain Your Purchase Model
14% of AI conversion breakage is commercial — subscriptions, memberships, and guided flows that were designed for a site journey, not an AI-mediated one.
Vauntly.ai Blog
AI agent readiness, agentic protocols, and the future of e-commerce.

38% of AI conversion breakage is competitive — AI includes your brand but weakens commitment by opening comparison at the wrong moment in the buying flow.

52% of AI conversion breakage comes down to variant precision — wrong size, wrong shade, wrong bundle. Here's why it matters at the moment of near-purchase intent.

58% of AI conversion breakage is channel breakage — AI recommends the right brand but routes the customer away from your intended buying path.

We studied how AI helps customers find and buy from 252 brands. More than half showed confirmed conversion breakage — here's what we found.
AI agents are becoming the new businessfront. Here's what agentic commerce means, why it's happening now, and what it means for your business.