Public AI Visibility · In-house SEO/AEO Lead cited-page visibility
Ranks privacy-safe canonical citation pages in the complete public prompt benchmark without additional provider calls.
- Version
- 1-parent-0445b5122b42e8cd
- Published
- Jul 30, 2026
- Live boards
- 1
- Method ID
- ai-search-visibility-persona-in-house-seo-aeo-lead-page-visibility
Where the facts come from
- Provider Count
3
- Provider Matrix Version
64232fd32583
How the order is produced
unique cited-answer coverage descending; engine breadth descending; prompt breadth descending; median answer-level page position ascending; mean page position ascending; canonical URL ascending
When the method reruns
- daily
Boards using this version
Only live, quality-gated boards appear. Each board opens on the exact published table and evidence path.
| Board | Primary measure | Rows | Confidence | Freshness | Board version | Cadence | Evidence |
|---|---|---|---|---|---|---|---|
| Most-cited pages in AI Visibility · In-house SEO/AEO Lead answersai-search-visibility-persona-in-house-seo-aeo-lead-most-cited-pages | public-prompt-page-answer-coverage | 118 | 100% | current | 1-parent-0445b5122b42e8cd | daily | Open board → |
Complete measurement ledger
These fields are stored with the methodology version. A changed contract must publish a new version before comparable movement can resume.
Scope
ai-search-visibility-persona-in-house-seo-aeo-lead
Cohort
- Kind
persona_prompt_context
- Slug
in-house-seo-aeo-lead
- Label
In-house SEO/AEO Lead
- Attributes
- Persona Role
SEO/AEO Lead
- Measurement Mode
explicit_prompt_context
- Organization Size
mid-market-to-enterprise
- Geolocated Request
false
- Disclosure
AI visibility vendors measured across a disclosed buying corpus written for an in-house SEO and answer-engine optimization lead.
Semantics
This measures structured-citation sourcing visibility. A citation is not a recommendation, endorsement, authority score, quality judgment, correctness judgment, or consumer-app share.
Limitations
- The board covers one fixed AI Visibility · In-house SEO/AEO Lead prompt category, not every topic or AI answer surface.
- Query-specific resources collapse to their query-free page path to maintain the public privacy boundary.
- Citation position is adapter-normalized structured-citation ordering, not prose sentiment.
Prompt Count
12
Rank Formula
unique cited-answer coverage descending; engine breadth descending; prompt breadth descending; median answer-level page position ascending; mean page position ascending; canonical URL ascending
Corpus Version
ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27
Privacy Policy
- Query Strings Published
No
- Full Provider Answers Published
No
- Provider Citation Titles Published
No
- Full Provider Answers Stored In Public Index
No
Provider Count
3
Evidence Policy
- Source Evidence
canonical page URL, URL-derived hostname, position, provider artifact hashes, and aggregate artifact hash
- Provider Calls For This Board
0
Benchmark Version
4-ai-search-visibility-persona-in-house-seo-aeo-c71e85a400a97619
Canonicalization
- Start only from upstream-validated absolute HTTP(S) citations.
- Derive the hostname from the URL; ignore provider domain labels.
- Remove fragments and normalize default HTTP(S) ports upstream.
- Remove the complete query string at the public page boundary.
- Deduplicate each resulting page within one prompt/provider answer and keep its best positive 1-based position.
Metric Denominators
- Mean Position
position sum divided by exact answer-page occurrence count
- Engine Breadth
3 providers
- Prompt Breadth
12 prompts
- Answer Coverage
36 successful prompt/provider answers
- Median Position
middle answer-page position after sorting; even samples use the two central positions' midpoint
Provider Matrix Version
64232fd32583
Page Methodology Version
1-parent-0445b5122b42e8cd
Required Successful Answers
36