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Sentiment Analysis: See What AI Actually Thinks About You

2 min
April 27, 2026
Farbod Memarian
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Today we're launching Sentiment Analysis inside Gauge. It looks at the actual text of every answer we collect for you and surfaces what AI is saying about your brand, across every model we track.

How it works:

Sentiment Analysis runs across the full text of every answer we gather, both branded and non-branded prompts, across every AI model. Not one prompt. Not the same prompt sampled 100 times. The full dataset of every response, every day.

What you'll see:

• Sentiment over time with positive, negative, and neutral distribution

• A model-by-model split, so you can tell which platforms are favorable and which aren't

• Key findings: the actual narrative themes AI is using to describe your brand, surfaced through full-text search across every response

• Pros and cons with direct quotes from the models, so you can see exactly which lines are shaping the narrative

• Two plans set up by default for every customer: Strengths and Weaknesses, and Competitive Positioning

What this gives you:

A direct read on how AI is positioning your brand, with the receipts to back it up. The actual themes, the actual quotes, and the actual model-by-model differences.


Live now for every Gauge customer at withgauge.com.

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Get the complete toolkit you need to fully own, understand, and improve your brand's presence in AI.
Tool Best For Standout Feature Pricing
Gauge Enterprise B2B/SaaS companies Data-driven Action Center with prioritized recommendations Moderate
Profound Fortune 1000 global brands Multi-region/language enterprise features Expensive
Semrush AIO Existing Semrush enterprise users Leverages decade of search infrastructure Moderate
Peec AI Growing mid-market companies Location-based tracking Cheap (Moderate)
Otterly Small businesses/quick checks Simple setup and monitoring Cheap