Key information appears early on pages
Why it matters
AI crawlers (and human readers) make snap relevance decisions from the opening 150 words of a page — if the product name and a functional description do not appear there, the page is scored as low-signal and skipped. Leading with testimonial carousels, customer logos, or aspirational taglines forfeits the narrow attention window where citation decisions are made, regardless of what content appears later.
Severity rationale
High because delayed key information causes AI systems to discard the page before reaching substantive content.
Remediation
Rewrite the opening 150 words of each key marketing page so both the product name and a functional description appear in that window. Move customer logos, testimonials, and trust badges below the product definition rather than above it. Edit the hero section in src/app/page.tsx.
<h1>AuditBuffet — Catch What Your AI Missed</h1>
<p>Adversarially-tested audit prompts for AI-built projects.</p>
DetectionPro
The detection method for this pattern is part of AuditBuffet Pro.
The full method (what to look for, pass and fail conditions, and how results get reported) ships inside the GEO Readiness Audit. The pattern definition, severity rationale, and remediation remain openly licensed under CC-BY-4.0.
Taxons
History
- 2026-04-18·v1.0.0·Initial import from geo-readiness·automated