Reputation

Glossary

Reputation

Whether the engines recommend a company more often than they caution against it, across the answers on what to choose and what to avoid. At 50, the line up the Star Chart™, recommendation and caution are equal.

What it tells a buyer or a marketer

Being named is only the start. Reputation measures whether the engines put a company forward when a buyer is deciding, or caution against it, across the answers on what to choose and what to avoid.

For a marketer, a low Reputation points at what the engines are repeating about the company, and at where they found it.

What a low and a high reading mean

The CRISP™ methodology states what a reading on either side of 50 means for each factor, in the words a report prints. For Reputation, below 50: "Answers on what to avoid speak against you more often than answers on what to choose speak in your favour." At or above 50: "Answers on what to choose speak in your favour at least as often as answers on what to avoid speak against you."

How it appears on the AI Authority Index™

Reputation places a company up the Star Chart. At 50, the line up the chart, recommendation and caution are equal. Above it a company sits in a row recommended for its benefits, and below it in a row cautioned against more often. Reputation is read only where a company is named often enough to read it reliably, which is one reason the Leaderboard starts at 30 answers.

What moves it

The engines repeat what credible sources publish. Reputation moves as the record changes: complaints resolved and reported as resolved, outdated claims corrected at their source, and independent coverage of what the company does well. The CRISP methodology states how Reputation is collected and scored.

Related terms

Reputation is the vertical axis of the Star Chart, so it decides whether a company sits in the top row or the bottom row. It is shaped by Influence, the third parties behind what the engines say, and read only where Presence gives a large enough sample.

See also

AI Authority & Visibility, the service

Questions

What does Reputation measure?

It measures whether the engines recommend a company more often than they caution against it, across the answers on what to choose and what to avoid.

What does the line at 50 on the Star Chart mean?

At 50, recommendation and caution are equal. Companies above it are recommended for their benefits more often than cautioned against.

Can a well-known company have a low Reputation?

Yes. A company can be named often and still be cautioned against more often than recommended. The Star Chart shows both at once.

Defined facts

  • Defined by Third Hemisphere Pty Ltd (ABN 60 616 085 673).
  • First published by Third Hemisphere on 15 September 2026.
  • Used in the AI Authority Index since Edition 1 (1 October 2026).
  • Last updated 18 October 2026.

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Written and maintained by the Third Hemisphere team.

© 2026 Third Hemisphere Pty Ltd. All rights reserved. The definitions, the CRISP method, and the AI Authority Index are the copyright of Third Hemisphere Pty Ltd.

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AI Authority Index, AI Authority Check, AI Authority Blueprint, CRISP, Star Chart, AI Famous, AI Infamous, Rising Star, Bad Press, Cult Favourite, and Off the Guest List are trade marks of Third Hemisphere Pty Ltd. Applications to register them are being prepared.