The AI-Readiness Quiz an LLM Can Run for You
We built a 6-question quiz that ChatGPT, Gemini, Claude, and Perplexity can run themselves — and that shows businesses exactly where they stand across the agentic buying journey.
Vauntly.ai Blog
AI agent readiness, agentic protocols, and the future of e-commerce.

llms.txt is having a moment, and a wave of tools promises it will transform how AI sees you. Here's what the file actually does, when it gets used, and why it changes almost nothing on its own.

14% of AI conversion breakage is commercial — subscriptions, memberships, and guided flows that were designed for a site journey, not an AI-mediated one.

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.