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Sentiment Analysis

AI sentiment: score, trends, per-model rank, drill into answers

In Analysis → Sentiment, see your AI sentiment score with positive/neutral/mixed/negative mix, daily trends, and platform leaderboards across ChatGPT, Gemini, Grok, Perplexity, and more—then drill into Sentiment Highlights and prompt executions for key phrases, full answers, and citations.

Explore the featureView Platform
AI sentiment: score, trends, per-model rank, drill into answers
Score AI sentiment, watch trends, rank models, then open the answer that caused it
Platform / Feature
Sentiment score with sentiment mix
Trend lines and stacked daily breakdown
Per-model sentiment ranking
Sentiment Highlights with key phrases
Per-answer 0–100 score with spectrum bar
Visibility, mentions, and citations in one trail
Core Capabilities

Measure AI reputation the same way shoppers experience it: in answers, not dashboards

Highlights surface the shopper questions and extracted phrases each model uses. Platform ranking compares tone across assistants. Sentiment Detail adds a scored spectrum plus highlighted snippets inside the full response.

Browse shopper-style questions, expand a row, and compare sentiment tags with extracted phrases per model—fast narrative QA for AI search.

Sentiment Highlights: real prompts to key phrases
Workflow

From portfolio sentiment to a single prompt execution—and back to your sources

Spot a model that skews negative, drill into Highlights or executions, read citations, then update site copy, FAQs, and proof points; rerun monitoring to confirm the tone shift.

Open Analysis → Sentiment with your monitoring scope and date range
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Integrations

Connect answers to the pages, FAQs, and citations that train perception

Sentiment improves when the same loop ties AI outputs to on-site messaging, help articles, and the third-party sources assistants actually cite.

  • ChatGPT
  • GeminiGoogle Gemini
  • PerplexityPerplexity
  • Google AIGoogle
  • GrokG
  • Help Center
Connect answers to the pages, FAQs, and citations that train perception
Frequently Asked Questions

Common Questions About This Feature

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Anker SOLIX
eufy
soundcore
PLAUD
xTool
Ulike
Jackery
Roborock
Dreame
EcoFlow
Insta360
TCL
Beatbot
CASETiFY
Creality
Shokz
Segway
realme

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From Anker SOLIX to xTool — the brands above already see how ChatGPT, Gemini and Perplexity mention, cite and recommend them. Your brand is being talked about in AI right now. See it.

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