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 Gap
81 Pages. Zero AI Citations.
A top-3 global beauty company invested in 81 sustainability pages across 4 brands and 3 markets. AI could access every page — but cited zero of them. 74% of claims were in narrative or badge-only formats AI couldn't extract. 86% of headings didn't match how consumers ask AI sustainability questions.
The Method
GEO Readiness Audit + Citation Benchmarking
AIVO scored all 81 pages across 6 AI readiness dimensions and evaluated content architecture against 7,133 citations from a 1,125-query benchmark study. Identified exactly which pages fail, why, and what the fix pattern looks like — backed by evidence from what AI actually cites.
The Results
Framework Delivered. Action Underway.
Portfolio score lifted from 1.87 to 2.67/5 from a single infrastructure fix. Per-page content gaps mapped with specific actions. 7 pages identified one step from AI-Ready. Phased roadmap and content checklist delivered directly to the sustainability team — no dev dependency for Phase 1.
“The content existed. The investment was real. But AI platforms read pages like a very literal researcher — they need declarative claims, structured headings, and visible dates. Without those, 81 pages of genuine sustainability commitment were functionally invisible to the AI systems consumers now ask for recommendations.”
AIVO Analysis
GEO Readiness Audit Finding