Troubleshooting
AI engines are citing my competitors—how do I diagnose?
Updated January 12, 2026GEO Expert Team
Summary
Compare structure (headings, tables, answer-first), topical coverage (did they answer more sub-questions?), trust signals (citations, author credentials, reputation), and accessibility (speed, SSR, no blocks).
Detailed Answer
Diagnostic comparison checklist:
1. Structure:
- Compare heading hierarchy
- Check for answer-first formatting
- Assess table usage
- Review list formatting
2. Topical coverage:
- Did they answer more sub-questions?
- Is their content more comprehensive?
- Do they cover edge cases?
3. Trust signals:
- Author credentials visible?
- Sources cited?
- External mentions/backlinks?
- Fresher content?
4. Accessibility:
- Faster page load?
- Server-side rendered?
- No crawler blocks?
- Mobile-friendly?
Action items:
Create a side-by-side analysis and address gaps systematically.
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