Sentiment

AI has opinions about your brand
Here's what it's saying

Every time someone asks an AI model for a recommendation in your category, that model forms an opinion. It highlights strengths. It flags concerns. It picks favorites. Sentiment tracking shows you exactly what AI models think about your brand, in their own words.

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Sentiment Score shows the emotional tone, qualities, and perception patterns across AI responses

82
Positive
82
13
5
Mostly Positive
82
Positive (Praise)
13
Neutral (Listing)
5
Negative (Criticism)
Strong Brand Perception

AI describes your brand favorably in 82% of extracted characteristics. The overall tone of recommendations is positive, with strengths outweighing concerns.

Beyond the number

47 mentions. Good
Now what did they actually say?

Knowing you were mentioned 17 times this month is a strong signal. It means AI sees you. But the same number can hide two completely different realities: AI calling you "industry-leading" in one response and "expensive and outdated" in another.

Visibility tells you AI knows your name. Positioning tells you where you rank. Sentiment completes the picture: the actual words AI uses when it talks about you, and whether those words are helping or hurting.

Other tools
"70% positive"

A vague percentage. No words. No claims. No idea what to fix.

Rankry
"Lightning-fast. Intuitive. But 'lacks enterprise features' in 68% of low-ranked answers."

The exact words. The exact problem. The exact fix.

AI's verdict

Three words AI uses
to describe you

The actual phrases AI reaches for when it talks about your brand. Extracted from hundreds of real responses across all 5 models. These are the words AI chose on its own.

#1
Lightning Fast
in 47 mentions
#2
Intuitive
in 38 mentions
#3
Developer-First
in 31 mentions

Extracted from raw AI responses across all 5 models. The words AI reaches for most when describing your brand.

Deal breaker

The pattern AI keeps
repeating about you

Across models and prompts, one concern keeps surfacing more than others. This is the claim that appears most often when AI explains why it didn't rank you higher. The clearest signal for where to focus next.

Deal Breaker

"lacks deeper
enterprise features"

68%
of AI responses where you ranked below #5
contained this concern

AI cites this as the primary reason for ranking below position #3.

The concern that appears most across low-ranked responses. Your clearest signal for what to fix next.

What AI sees

What AI highlights
What AI flags

Two lists, side by side. Claims from actual AI responses, ranked by how often they appear. Click any line to jump straight to the original response.

What AI Highlights
73% positive
Lightning-fast interface47 mentions
Intuitive design38 mentions
Best developer experience31 mentions
Clean implementation26 mentions
Excellent keyboard shortcuts19 mentions
What AI questions
8% negative
Lacks enterprise features21 mentions
Limited integrations14 mentions
Pricing concerns10 mentions
No on-premise option7 mentions
Steep learning curve5 mentions
Model-by-model

Same brand
Five different opinions

Each AI model forms its own perception. ChatGPT might praise your UX while Grok questions your pricing. Seeing the differences tells you exactly where to focus, model by model.

Sentiment by model
Last 7 days
Aligned · 78% consensus
ChatGPTChatGPT
78%18%4%
ClaudeClaude
71%22%7%
GeminiGemini
76%19%5%
PerplexityPerplexity
69%24%7%
GrokGrok
52%27%21%
Positive
Neutral
Negative

One model dragging your average down? Now you know which one, and exactly what it's saying.

Perception over time

Sentiment shifts
Are you tracking it?

A competitor launches a campaign. An AI model updates its training data. Your perception score drops from 82 to 61 in a week. Without tracking, you find out when it's already reshaped how AI recommends you. We track sentiment across every model, every week.

Sentiment Trend
30 days
10080604020
W1W2W3W4
You: 71%
Competitor 1: 68%
Competitor 2: 48%
Start tracking

See what AI really thinks about you
Before it costs you a ranking

Every week, AI models form opinions about brands in your category. They praise some. They flag others. Rankry shows you which side you're on, across all 5 models. One dashboard. Full context. Updated weekly.

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7-day free trial · No credit card · First score in 5 minutes

ChatGPTChatGPT
ClaudeClaude
GeminiGemini
PerplexityPerplexity
GrokGrok

Updated weekly across all models