Public AI Visibility · Startup Founder cited-page visibility

Sources

Where the facts come from

Provider Count: 3
Provider Matrix Version: 64232fd32583

Ranking rule

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

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 pages in AI Visibility · Startup Founder answers	public-prompt-page-answer-coverage	91	100%	Sep 9, 2026	1-parent-e1ddfa4293e59fce	Rotating schedule	Open the board: Most-cited pages in AI Visibility · Startup Founder answers

Scope

ai-search-visibility-persona-startup-founder

Cohort

Kind

persona_prompt_context

Slug

startup-founder

Label

Startup Founder

Attributes

Persona Role: Founder
Measurement Mode: explicit_prompt_context
Organization Size: startup
Geolocated Request: false

Disclosure

AI visibility vendors measured across a disclosed buying corpus written for a startup founder operating with a small team.

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 · Startup Founder 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

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-startup-founder-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

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-startup-founder-99af46236f864682

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-e1ddfa4293e59fce

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.