Understand · How AI describes you

Brand Sentiment & Positioning

Being mentioned isn't enough. Is AI calling you easy, expensive, limited or the best value?

What is AI brand sentiment?

AI brand sentiment is how AI engines characterise your brand in their answers: strengths, weaknesses, pricing and the competitors they pair you with. MentionX extracts it from every stored answer.

See how AI describes meSee the methodology
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How it works

How Brand Sentiment & Positioning works: From answers to positioning

1Extract

AI reads each stored answer and pulls out the claims made about your brand.

2Group

Claims are grouped into strengths, weaknesses, pricing and comparisons.

3Compare

See the same view for each competitor, and how it shifts week to week.

Read it with

Metrics related to Brand Sentiment & Positioning: Three numbers that tell the full story.

Strengths

What engines praise you for.

Weaknesses

The objections AI repeats to buyers.

Pairings

Which competitors engines put next to you, and how.

Being

Being named vs being described well: How AI describes you decides the click.

Named

Your brand is listed among five options.

Described

Easy to set up, good value, limited reporting: the reason buyers pick someone else.

Example themes. Every description links back to the stored answer it came from.

Raise it

How to improve your Brand Sentiment & Positioning: From the number to the fix.

UnderstandCompetitor Tracking

AI competitor tracking measures how often AI engines mention and recommend each competitor on the same buyer prompts as …

Explore →FixAction Board

AI content gap analysis finds the themes, sources and claims engines use when they recommend competitors instead of you.…

Explore →UnderstandAnswers & Evidence

Answer evidence is the full text, ranking and citations of every AI answer behind a metric. MentionX stores each answer …

Explore →FixGEO Content Agent

A GEO content agent drafts content designed to be cited and recommended by AI engines. MentionX's GEO Content Agent writ…

Explore →
Brand Sentiment & Positioning FAQ

Brand Sentiment & Positioning FAQ: Questions about the metric.

How it is counted, what a good number is, and how to move it.

MentionX collects every claim engines make about your brand in answers to buyer prompts and groups them into strengths, weaknesses, pricing and comparisons.

Engines repeat what their sources say. Find the sources behind the claim, then update your content and earn better sources.

AI extracts the claims from the answers; the counts and comparisons are calculated in MentionX's code.

Yes. You see the same positioning view for every tracked competitor.

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What is your Brand Sentiment & Positioning?

Enter your URL and market. Your first scan shows it on every engine in your plan.

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