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

What specific metrics do enterprise brands use to measure the ROI of outsourcing their AI search optimization strategy?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What specific metrics do enterprise brands use to measure the ROI of outsourcing their AI search optimization strategy?
2 real searches · 1 real-search pass
enterprise brand AI search optimization AEO GEO ROI metrics share of voice citations conversions measurement agency outsourcingGoogle ↗
OBSERVEDReason
generative engine optimization measurement metrics AI search visibility referral traffic conversions enterprise brandsGoogle ↗
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 / navigationalComparisonConsequenceReason100%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 brand AI search optimization AEO GEO ROI metrics share of voice citations conversions measurement agency outsourcing Google ↗
generative engine optimization measurement metrics AI search visibility referral traffic conversions enterprise brands Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
enterprise brand AI search optimization AEO GEO ROI metrics share of voice citations conversions measurement agency outsourcing
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
generative engine optimization measurement metrics AI search visibility referral traffic conversions enterprise brands
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1