Real ChatGPT answer · index seedLBSdWfcWxYccompleteMarketing and advertising · AI search and generative engine optimizationcommercial

Can you compare the leading AI search visibility tracking tools to see which one provides the most accurate sentiment analysis for local service brands?

ChatGPTgpt-65 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the leading AI search visibility tracking tools to see which one provides the most accurate sentiment analysis for local service brands?
5 real searches · 1 real-search pass
AI search visibility tracking tools sentiment analysis brand sentiment local businesses Profound Peec AI Otterly Scrunch 2026Google ↗
OBSERVEDOther / navigational
Profound AI visibility sentiment analysis features citations sentiment methodologyGoogle ↗
OBSERVEDOther / navigational
Peec AI sentiment analysis AI search tracking sentiment featureGoogle ↗
OBSERVEDOther / navigational
Otterly AI brand sentiment analysis AI search monitoring featureGoogle ↗
OBSERVEDOther / navigational
local SEO AI visibility tracking sentiment analysis local service brands toolsGoogle ↗
OBSERVEDOther / navigational

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 (5)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 5 of 5 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT5 real searches · gpt-6
AI search visibility tracking tools sentiment analysis brand sentiment local businesses Profound Peec AI Otterly Scrunch 2026 Google ↗
Profound AI visibility sentiment analysis features citations sentiment methodology Google ↗
Peec AI sentiment analysis AI search tracking sentiment feature Google ↗
Otterly AI brand sentiment analysis AI search monitoring feature Google ↗
local SEO AI visibility tracking sentiment analysis local service brands tools Google ↗

Queries

5 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
AI search visibility tracking tools sentiment analysis brand sentiment local businesses Profound Peec AI Otterly Scrunch 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Profound AI visibility sentiment analysis features citations sentiment methodology
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Peec AI sentiment analysis AI search tracking sentiment feature
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Otterly AI brand sentiment analysis AI search monitoring feature
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
local SEO AI visibility tracking sentiment analysis local service brands tools
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1