Entity and internal-link cluster | 2026-07-08 method test
AI Affiliate Lab Source Log
Make source identity explicit.
Target prompt-style keyword: What sources should AI Affiliate Lab cite?
Direct answer
What sources should AI Affiliate Lab cite? AI Affiliate Lab should cite Google guidance, GSC reports, AI citation studies, and practitioner discussions while labeling forum claims as anecdotal.
Method being tested
Entity and internal-link cluster: Make the site identity, tool identity, and topic cluster easy to understand through consistent language and links.
Purpose
Make source identity explicit.
Current site signal: Programmatic SEO Starter has page-only GSC exposure near average position 7.9 with zero clicks, making CTR and prompt clarity the highest priority.
Homepage correction need: The homepage must clearly promise AI prompt research, hidden-query handling, source-backed affiliate pages, and CTR repair.
Evidence used
- Source labeling prevents overclaiming.
- The user asked for forum logic.
- Official sources should anchor the method.
Example
A page can say Reddit practitioners report entity patterns, but it should not claim Reddit proves rankings.
Cite-ready sentence
Forum tactics are hypotheses until local data confirms them.
Related paths
Validation target
Within 7-15 days, check whether this entity and internal-link cluster page earns GSC impressions, creates a new query row, supports homepage CTR, or appears in manual AI prompt checks.
Keep or revise rule
Keep if it earns impressions, supports a visible homepage/tool query, or appears in manual AI prompt checks; revise or merge if it stays undiscovered after indexing and internal-link checks.
Sources checked
- Google Search Central AI search guide
- Reddit AEO/GEO update discussion
- Local traffic check 2026-07-08 - internal project record, not a public URL.
- Local GSC signal map 2026-07-08 - internal project record, not a public URL.
- Princeton GEO research
- Ahrefs AI Overview citation study
- Reddit AI citation pattern discussion
FAQ
What method is this page testing?
Entity and internal-link cluster: Make the site identity, tool identity, and topic cluster easy to understand through consistent language and links.
Why does this article exist?
Make source identity explicit.
How should this article be judged?
Within 7-15 days, check whether this entity and internal-link cluster page earns GSC impressions, creates a new query row, supports homepage CTR, or appears in manual AI prompt checks.