Real ChatGPT answer · index seedJ7UU8TQFFy8completeMarketing and advertising · AI search and generative engine optimizationcommercial

Which marketing analytics platforms are best for measuring the ROI of traffic coming specifically from AI overview citations rather than traditional links?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which marketing analytics platforms are best for measuring the ROI of traffic coming specifically from AI overview citations rather than traditional links?
3 real searches · 1 real-search pass
analytics platforms track Google AI Overviews citation traffic referral attribution GA4 SEO tools 2026Google ↗
OBSERVEDReason
AI search analytics platforms AI Overview citations traffic conversions attribution Profound Peec AI Otterly 2026Google ↗
OBSERVEDOther / navigational
Google Search Console AI Overviews clicks reporting GA4 referral source AI overview 2026Google ↗
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 (3)
Short factOther / navigational33%ComparisonConsequenceReason67%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
analytics platforms track Google AI Overviews citation traffic referral attribution GA4 SEO tools 2026 Google ↗
AI search analytics platforms AI Overview citations traffic conversions attribution Profound Peec AI Otterly 2026 Google ↗
Google Search Console AI Overviews clicks reporting GA4 referral source AI overview 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
analytics platforms track Google AI Overviews citation traffic referral attribution GA4 SEO tools 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
AI search analytics platforms AI Overview citations traffic conversions attribution Profound Peec AI Otterly 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Google Search Console AI Overviews clicks reporting GA4 referral source AI overview 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1