How is Sentiment different from Visibility?

Visibility tracks whether your brand appears in AI responses. Sentiment tracks how it's described when it appears, including tone, framing, and emotional cues.

What are Aspects and Themes?

Aspects are specific topics extracted from cited responses about your brand, such as comfort, fit, pricing, or durability. Each aspect has its own sentiment distribution.

How are prompts customized for sentiment?

Prompt sets are tuned to surface experiential and reputational language so your team can compare praise, concern, and neutrality across engines and time windows.

Can I track sentiment changes over time?

Yes. You can compare sentiment movement across rolling windows such as 7 days, 30 days, and 3 months to spot meaningful shifts early.

Which AI engines are included in sentiment analysis?

Sentiment tracking supports core engines such as ChatGPT, Perplexity, Claude, Gemini, and Google AI Overview.

Can I inspect the exact response text behind a score?

Yes. Prompt-level detail includes verbatim response snippets, engine attribution, sentiment labels, and cited sources for each run.

Sentiment Intelligence

Know how AI describes your brand, not just whether it mentions you.

Seerly analyses the tone, themes, and emotional framing AI engines apply to your brand across every tracked prompt, so you can act on perception, not just presence.

Get started See sentiment in action

Seerly — Sentiment overview

Current Sentiment Share

Snapshot across tracked AI providers

77%

positive

Positive77%
Neutral20%
Negative0%
Mixed3%

Sentiment trend

Positive lift continues week-over-week

3 months30 days7 days

Top drivers this week

What AI models reference most frequently

Comfort for Daily Runs

Positive

100% positive · 0% negative · 0% neutral

8 citations mention volume

Cushioning & Impact Protection

Positive

86% positive · 0% negative · 14% neutral

7 citations mention volume

Durability Over Mileage

Positive

100% positive · 0% negative · 0% neutral

5 citations mention volume

Sentiment tracked across:

ChatGPT

Perplexity

Google AI Overview

Gemini

Claude

Prompt-level Detail

Read verbatim what every AI engine said about your brand

Drill into any tracked prompt to see the full AI response, the sentiment score it received, which engine returned it, and what sources it cited run by run.

Per-run history

Compare how sentiment shifted across the same prompt over days and weeks.

Verbatim response text

Read exactly what ChatGPT, Perplexity, or Gemini said, with mentions highlighted.

Citation source tracking

See which URLs each engine cited alongside its sentiment-scored response.

Prompt detail · Comfort for Daily Runs

Tracked prompt

Which Nike running shoes are most comfortable for daily training and long-distance runs?

Overall Sentiment

Positive

Sentiment Score

1.00

Impact

High

Date	Response	Sentiment	LLM
Mar 23	Runners describe Nike daily trainers as comfortable and reliable for easy miles...	Positive	Perplexity
Mar 23	Most responses praise cushioning and fit consistency across long-distance runs...	Positive	ChatGPT
Mar 17	Some runs mention mixed opinions on value vs price compared with competitors...	Neutral	Perplexity
Mar 13	In trail-focused prompts, brand perception remains mostly favorable overall...	Positive	Google AI

Aspects / Themes

Aspect	Mentions	Sentiment	Channels
Comfort Across Daily Mileage Consistent mentions of all-day wear comfort	28	Positive	Product Page · Marketplace · Reviews
Fit & Sizing Confidence Sizing guidance and true-to-size consistency	27	Positive	Product Page · Marketplace · Reference
Cushioning for Long Runs Impact absorption and fatigue reduction called out	24	Positive	Product Page · Marketplace
Material Breathability Mixed feedback in hot-weather usage	7	Mixed	Marketplace · Product Page
Pricing Transparency Higher price perception vs competing models	1	Negative	Product Page

Aspects & Themes

See exactly what AI is saying about your brand, theme by theme

Seerly breaks sentiment down into specific aspects extracted from citation analysis, so you know which parts of your product are driving positive perception, and which need attention.

Citation-backed themes

Every theme is sourced from real AI citations, not inferred.

Per-aspect sentiment bars

See the positive, neutral, and negative split for each theme at a glance.

Channel attribution

Know whether sentiment is coming from product pages, marketplaces, or references.

12+

Sentiment themes surfacedper brand automatically

+40%

Average positivesentiment improvement

5 engines

Sentiment scored independentlyper engine

10x

Faster identification ofnegative themes vs manual monitoring

Trusted by growing brands

See how businesses are turning AI search visibility into real customers

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“Seerly completely changed the game for us! We started getting actual paid customers from AI traffic, and it happened so much faster than we expected. The platform showed us exactly where we were invisible to AI engines and gave us a clear playbook to fix it. Within weeks, the results were tangible. Honestly, it's been a game-changer for our growth.”