TALLYVOX
AI Visibility Leaderboard
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How we count

Counted, not claimed. Every number — on a client report or the public board — is what the AI engines actually said to a real buyer question: a timestamped measurement, not an opinion, never a paid placement.

the public measurement — one category, one city, everyone counted the same
1

Real buyer questions — never branded

For each category and city, the questions a prospect actually types. Never “what is [brand]” — a question that already contains a name can’t measure discovery, so it never touches the board:

best managed IT / MSPs in Austinwho are the most reliable managed IT providers in Austintop rated managed IT companies near Austinquestions to ask before hiring a managed IT providerhow much does a managed IT provider cost for a small business
2

Asked ×5, across four engines

Every question runs five times per engine — a single AI answer is noise; a pattern is a signal.

ChatGPTClaudePerplexityGemini
3

Every answer stored

Timestamped, verbatim, auditable — every rank traces to receipts.

4

Names tallied into frequencies

A brand’s visibility is the share of answers that name it, with a 95% Wilson range. Two brands whose ranges overlap are a statistical tie — shown as overlapping bands, not a false gap.

5

The board

Ranked by measured visibility. Claiming never changes a number, and the live prompt list is never published or sold — the method is public, the yardstick isn’t gameable.

same questions, re-counted monthly — movement is real, not a re-roll

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