Real ChatGPT answer · index seed69dpxVcKLX8completeMarketing and advertising · AI search and generative engine optimizationinformational

What tools do enterprise marketing teams use to measure brand sentiment inside ChatGPT responses compared to traditional media monitoring?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What tools do enterprise marketing teams use to measure brand sentiment inside ChatGPT responses compared to traditional media monitoring?
2 real searches · 1 real-search pass
enterprise AI visibility monitoring tools ChatGPT brand mentions sentiment GEO platforms Profound Peec AI Otterly Scrunch 2026Google ↗
OBSERVEDOther / navigational
traditional enterprise media monitoring platforms Meltwater Cision Brandwatch Talkwalker sentiment analysis capabilitiesGoogle ↗
OBSERVEDReason

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)
Short factOther / navigational50%ComparisonConsequenceReason50%DefinitionInstructionYes / no

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
enterprise AI visibility monitoring tools ChatGPT brand mentions sentiment GEO platforms Profound Peec AI Otterly Scrunch 2026 Google ↗
traditional enterprise media monitoring platforms Meltwater Cision Brandwatch Talkwalker sentiment analysis capabilities Google ↗
  1. Profound · tryprofound.com
  2. Peec AI · peec.ai
  3. AthenaHQ · athenahq.ai
  4. Otterly.AI · otterly.ai
  5. Scrunch · scrunch.com
  6. Cision · cision.com
  7. Cision Adds AI Search Visibility to CisionOne, Helping PR Teams Track How Brands Appear in AI Answers · cision.com
  8. Earned, Owned & Paid Media Measurement Platform · meltwater.com
  9. Media Monitoring & Analysis · meltwater.com
  10. Meltwater · meltwater.com
  11. Brandwatch · brandwatch.com
  12. Talkwalker · talkwalker.com
  13. Best Sentiment Analysis Tools for PR & Marketing 2026 · meltwater.com
  14. Enterprise Consumer Research Platform · brandwatch.com
  15. Media Monitoring by Talkwalker · talkwalker.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
enterprise AI visibility monitoring tools ChatGPT brand mentions sentiment GEO platforms Profound Peec AI Otterly Scrunch 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
traditional enterprise media monitoring platforms Meltwater Cision Brandwatch Talkwalker sentiment analysis capabilities
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1