Public AI Visibility · In-house SEO/AEO Lead answer source visibility

Sources

Where the facts come from

Provider Count: 3
Provider Matrix Version: 64232fd32583
Source Methodology Version: 2-parent-0445b5122b42e8cd

Ranking rule

How the order is produced

unique cited-answer coverage descending; engine breadth descending; median answer-level citation position ascending; mean answer-level citation position ascending; hostname ascending

Refresh

When the method reruns

The prompt boards are re-run in rotation, about one category a day, so each board refreshes every few weeks and shows the date of its snapshot.

Board	Primary measure	Rows	Confidence	Snapshot	Board version	Refresh	Board
Most-cited domains in AI Visibility · In-house SEO/AEO Lead answers	public-prompt-source-answer-coverage	85	100%	Oct 16, 2026	2-parent-0445b5122b42e8cd	Rotating schedule	Open the board: Most-cited domains in AI Visibility · In-house SEO/AEO Lead answers

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 is sourcing visibility in structured model/API citations. 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 buying-prompt category, not all topics or all AI answer surfaces.
Models can vary between runs; the board is one complete daily cohort across the configured model/API versions.
Citation position is the provider adapter's normalized structured-citation ordering, not a prose sentiment measure.

Prompt Count

Rank Formula

unique cited-answer coverage descending; engine breadth descending; median answer-level citation position ascending; mean answer-level citation position ascending; hostname ascending

Corpus Version

ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27

Provider Count

Evidence Policy

Source Evidence: validated canonical citation URL, URL-derived hostname, position, provider artifact hash, and aggregate artifact hash
Provider Calls For This Board: 0
Full Provider Answers Published: No
Full Provider Answers Stored In Public Index: No

Benchmark Version

4-ai-search-visibility-persona-in-house-seo-aeo-c71e85a400a97619

Canonicalization

Accept only absolute HTTP(S) URLs with public-looking DNS names.
Derive the hostname from the URL; ignore provider domain labels.
Remove fragments and normalize default HTTP(S) ports.
Deduplicate each canonical URL within one prompt/provider answer.
For duplicates, keep the best positive 1-based position.

Metric Denominators

Mean Position: sum of validated answer-level citation positions divided by the exact number of deduplicated answer-URL observations
Engine Breadth: 3 providers
Answer Coverage: 36 successful prompt/provider answers
Median Position: middle validated answer-level citation position after sorting; for even samples, the midpoint of the two central positions

Provider Matrix Version

64232fd32583

Source Methodology Version

2-parent-0445b5122b42e8cd

Required Successful Answers

See how often AI names you.

Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.

Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
Who gets namedEvery competitor in the answers, most named first.
The pages AI readsThe sources behind each answer.
Three fixesWhat to fix first, with a brief for the first article.