aip.org vs aboutamazon.com
AI Readiness Head-to-Head Comparison
Our analysis reveals aip.org as the clear winner over aboutamazon.com in AI visibility — 71 to 64, a gap of 7 points. On Rendering / Hydration and Content Structure and Schema Coverage and Tech Stack Quality and ACRI Score and Token Efficiency, aip.org clearly outperformed. Token efficiency favors aip.org at 3.3× vs aboutamazon.com's bloated 32.1×. See where your site stands — run a free AI-Readiness scan on SEODiff.
📊 Metric-by-Metric Breakdown
| Metric | aip.org | aboutamazon.com | Winner |
|---|---|---|---|
| Bot Access | 100 | 100 | TIE |
| Rendering / Hydration | 100WIN | 99 | aip.org (+1) |
| Content Structure | 37WIN | 12 | aip.org (+25) |
| Schema Coverage | 2WIN | 0 | aip.org (+2) |
| Tech Stack Quality | 85WIN | 70 | aip.org (+15) |
| ACRI Score | 53WIN | 35 | aip.org (+18) |
| Token Efficiency | 88WIN | 0 | aip.org (+88) |
| Overall AI Readiness | 71/100 | 64/100 | 🏆 aip.org |
aip.org Details
Ghost Ratio0%
Token Bloat3.3×
Schema Count1
RenderingSSR
GPTBot✅
ClaudeBot✅
ACRI GradeD
Tech StackWordPress
aboutamazon.com Details
Ghost Ratio5%
Token Bloat32.1×
Schema Count0
RenderingSSR
GPTBot✅
ClaudeBot✅
ACRI GradeF
Tech StackNext.js
🏗️ Deep Architecture Comparison
Based on 1,000-page deep crawl analysis of each domain's internal architecture.
| Architecture Metric | aip.org | aboutamazon.com |
|---|---|---|
| 🔗 Orphan Pages | 394 (99.7%) | 997 (99.9%) |
| 📏 Avg Click Depth | 0.0 | 0.0 |
| 🧬 Entity Gap | 5 missing | 10 missing |
| 🎯 Semantic Cohesion | 32% | 18% |
| 📄 Pages Sampled | 395 | 998 |
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