Published method

Public AI Visibility · Agency Owner cited-page visibility

Ranks privacy-safe canonical citation pages in the complete public prompt benchmark without additional provider calls.

Version
1-parent-b5955dacfab0d771
Published
Jul 31, 2026
Live boards
1
Method ID
ai-search-visibility-persona-agency-owner-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
Live board coverage

Boards using this version

Only live, quality-gated boards appear. Each board opens on the exact published table and evidence path.

BoardPrimary measureRowsConfidenceFreshnessBoard versionCadenceEvidence
Most-cited pages in AI Visibility · Agency Owner answersai-search-visibility-persona-agency-owner-most-cited-pagespublic-prompt-page-answer-coverage108100% current1-parent-b5955dacfab0d771dailyOpen board →
Versioned contract

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-agency-owner

Cohort

Kind

persona_prompt_context

Slug

agency-owner

Label

Agency Owner

Attributes
Persona Role

Agency Owner

Measurement Mode

explicit_prompt_context

Organization Size

agency

Geolocated Request

false

Disclosure

AI visibility vendors measured across a disclosed buying corpus written for an agency owner serving multiple client brands.

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 · Agency Owner 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-agency-owner-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-agency-owner-b5df22d710b5ad5a

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-b5955dacfab0d771

Required Successful Answers

36

Public AI Visibility · Agency Owner cited-page visibility