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AI visibility tracking · Autessa Visibility

Visibility score, share of voice and position

Autessa Visibility scores every AI answer with five deterministic metrics: visibility, share of voice, average position, citation coverage and citation share. All of them are computed in the app from the answer text with whole-word matching, never by an AI, so the same answer always gets the same score.

Goes beyond a typical AI visibility tracker
How it works · How a score is computedSAMPLE
ANSWER TEXT · CLAUDE

Teams often shortlist Brightpath and Corvid. Northwind (also known as Northwind PM) stands out for retainer planning…

MentionedWhole-word match on “Northwind” or an aliasYes
PositionBrands named before you: Brightpath, Corvid#3
Share of voiceYour mentions ÷ all tracked-brand mentions1 of 3
CitedA cited URL is on northwind.exampleNo
Counted?Unbranded, not head-to-headCounted

Computed in the app from the answer text. No AI grades the answer.

The problem

Letting an AI grade AI answers is not measurement

Many tools ask a model whether a brand was mentioned or how prominently. That adds a second layer of randomness on top of answers that already vary. Visibility does the arithmetic itself: it finds your name and aliases in the text, counts which tracked brands appear before you, checks cited URLs against your domain and leaves out prompts that would inflate the result.

What you get

  • Visibility: the share of answers that mention your brand or one of its aliases.
  • Share of voice: your mentions divided by all mentions of tracked brands (you plus competitors) in the same answers.
  • Average position: when mentioned, your order among the tracked brands named in the answer, where 1 means named first. Lower is better.
  • Citation coverage: the share of answers whose cited sources include your domain. Citation share: your domain’s citations divided by all citations.
  • Average Google rank: the average organic position of your domain where it appears in the top 10.
  • Branded and head-to-head prompts are excluded from every metric, so visibility cannot be inflated.
  • Sentiment (0 to 100) is the one metric scored by AI, and it is labeled as such.

How it works

How does visibility score, share of voice and position work?

  1. Find the mention

    The answer text is searched for your brand name and every alias as whole words. Brand names that are everyday words, like Make or Notion, only count with the exact casing you entered.

  2. Rank it

    Your position is 1 plus the number of tracked competitors named before your first mention.

  3. Check citations

    Each cited URL is compared with your domain, including subdomains, to decide whether you were cited.

  4. Filter out inflating prompts

    Checks whose prompt names you, or is a head-to-head “A vs B” prompt naming a tracked brand, are left out.

  5. Aggregate

    The remaining checks are rolled up per window, engine, topic and prompt into the numbers you see.

Every option

Metric definitions

OptionWhat it does
VisibilityAnswers that mention you ÷ answers checked, as a percentage.
Share of voiceYour mentions ÷ all mentions of tracked brands in the same answers.
Avg. positionYour order among tracked brands named in the answer, averaged over answers that mention you.
Sentiment0 to 100, about 55 is a neutral listing and 61 or more is positive; averaged over answers that mention you. Scored by AI.
Citation coverageAnswers citing your domain ÷ answers checked.
Citation shareYour domain’s citations ÷ all citations across answers.
Gap sourcesSites cited in answers that name a competitor but not you.
Avg. Google rankAverage organic position of your domain where it appears in Google’s top 10.

Permissions

Who can do what?

RoleCan
Your team (people the app is shared with)See every metric and its definition on the How it works page, and export the underlying tables as CSV.

Visibility is shared with your team through Autessa’s sharing. Everyone it is shared with works from the same brands, prompts and results. Security and data handling →

Connected

How it connects to the rest of Visibility

FAQ

Questions about visibility score, share of voice and position

What is an AI visibility score?

It is the share of AI answers that mention your brand for the prompts you track. In Autessa Visibility it counts your brand and its aliases as whole words and leaves out prompts that name you, so the score reflects whether engines recommend you on their own.

How is share of voice different from visibility?

Visibility asks “was I mentioned?”; share of voice asks “of all the tracked brands mentioned, how many mentions were mine?” You can have high visibility and low share of voice in answers that list many competitors.

Why does lower position mean better?

Position 1 means you were the first tracked brand named in the answer. Buyers read top to bottom, so being named first matters.

Does an AI decide whether I was mentioned?

No. Mentions, position, citations and Google rank are computed in the app. Only sentiment and written recommendations use AI.

Try visibility score, share of voice and position in Autessa Visibility

Every metric in Autessa Visibility is computed deterministically from the answer text, so an AI never grades its own homework: visibility, share of voice, average position, citation coverage and citation share.

No API keys needed to start · set up from your website · ChatGPT, Perplexity, Google, Claude, Gemini

100% customizable, code and all

Make Autessa Visibility fully your own.

Use it out of the box, then change anything. Ask Autobot, Autessa’s AI builder, for a new field, screen, report, workflow or agent and it builds it into your copy of the app. Or open the code and edit it yourself. Nothing is locked: the app, its data and its code are yours.

Start free and make it yours