Real ChatGPT answer · index seed37nzlDCSaAIcompleteMarketing and advertising · AI search and generative engine optimizationcommercial

What tools provide the most accurate tracking of generative engine optimization metrics to prove ROI to stakeholders who still rely on traditional rank tracking?

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What tools provide the most accurate tracking of generative engine optimization metrics to prove ROI to stakeholders who still rely on traditional rank tracking?
4 real searches · 1 real-search pass
best generative engine optimization GEO analytics tracking tools Profound Peec AI Scrunch Otterly AI Semrush AI Visibility 2026 metrics citations share of voiceGoogle ↗
OBSERVEDComparison
Profound AI visibility analytics features citations prompts share of voice officialGoogle ↗
OBSERVEDConsequence
Peec AI GEO analytics features AI visibility tracking officialGoogle ↗
OBSERVEDOther / navigational
Semrush AI Visibility Toolkit features official 2026Google ↗
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 (4)
Short factOther / navigational50%Comparison25%Consequence25%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
best generative engine optimization GEO analytics tracking tools Profound Peec AI Scrunch Otterly AI Semrush AI Visibility 2026 metrics citations share of voice Google ↗
Profound AI visibility analytics features citations prompts share of voice official Google ↗
Peec AI GEO analytics features AI visibility tracking official Google ↗
Semrush AI Visibility Toolkit features official 2026 Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best generative engine optimization GEO analytics tracking tools Profound Peec AI Scrunch Otterly AI Semrush AI Visibility 2026 metrics citations share of voice
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Profound AI visibility analytics features citations prompts share of voice official
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Peec AI GEO analytics features AI visibility tracking official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Semrush AI Visibility Toolkit features official 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1