AI Could Reach Their Content. It Just Couldn't Use It.
How a top-3 global beauty company discovered 74% of their sustainability claims weren't structured for AI — and got a framework to fix it.
74%
Sustainability claims not AI-extractable
7,133
Citations analyzed for pattern benchmarking
1.87 → 2.67
Score lift from infrastructure fix alone
87%
Schema gap vs. top-cited competitors
“The content existed. The investment was real. But AI platforms read pages like a very literal researcher — they need declarative claims, str…”
AIVO Analysis
GEO Readiness Audit Finding