AI Affiliate Lab Entity Definition

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

Strengthen site identity for AI and search.

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

• The homepage currently has visibility.
• A clear entity description improves user understanding.
• Stable wording supports internal consistency.

Example

The same definition should appear in homepage copy, article intros, and schema.

Related paths

• AI Affiliate Lab home
• Articles library
• Turn GSC impressions into decisions
• CTR checklist
• Source-backed affiliate page

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