Real ChatGPT answer · index seedzNaWJlyeMkEcompleteMarketing and advertising · AI search and generative engine optimizationinformational
How does the Semrush AI search toolkit handle brand sentiment tracking across different LLM citation engines compared to specialized competitors?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does the Semrush AI search toolkit handle brand sentiment tracking across different LLM citation engines compared to specialized competitors?
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Semrush AI search toolkit brand sentiment tracking LLM citation engines features 2026 competitors Profound Peec AI Otterly Google ↗
Semrush AI Visibility Toolkit sentiment analysis brand mentions ChatGPT Gemini Perplexity citations official Google ↗
- Where does the data in Semrush’s AI Visibility Toolkit come from? · semrush.com
- Semrush Features for AI Visibility · semrush.com
- AI Visibility Metrics · semrush.com
- Get your brand recommended by AI · semrush.com
- Peec AI - AI Visibility and Share of Voice Tracking · peec.ai
- Getting started - Part 4: Reading your dashboard · help.peec.ai
- Peec AI Adds Mistral Coverage, Now Tracking 10+ LLMs Across · globenewswire.com
- AI Search Analytics: Track Mentions & Citations · otterly.ai
- How does Prompt Monitoring with OtterlyAI work? · help.otterly.ai
- How OtterlyAI collects data? · help.otterly.ai
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Semrush AI search toolkit brand sentiment tracking LLM citation engines features 2026 competitors Profound Peec AI Otterly OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Semrush AI Visibility Toolkit sentiment analysis brand mentions ChatGPT Gemini Perplexity citations official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |