Real ChatGPT answer · index seedfOW3t5chUbYcompleteMarketing and advertising · AI search and generative engine optimizationcommercial

Can generative engine optimization actually drive bottom-line pipeline for enterprise software or is it mostly a top-of-funnel vanity metric right now

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can generative engine optimization actually drive bottom-line pipeline for enterprise software or is it mostly a top-of-funnel vanity metric right now
3 real searches · 1 real-search pass
2025 generative engine optimization B2B enterprise software pipeline revenue attribution AI search buyers studyGoogle ↗
OBSERVEDOther / navigational
2026 generative engine optimization B2B pipeline measurement AI search referral conversion enterprise softwareGoogle ↗
OBSERVEDReason
B2B buyers generative AI search vendor discovery enterprise software survey 2025Google ↗
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 (3)
Short factOther / navigational67%ComparisonConsequenceReason33%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
2025 generative engine optimization B2B enterprise software pipeline revenue attribution AI search buyers study Google ↗
2026 generative engine optimization B2B pipeline measurement AI search referral conversion enterprise software Google ↗
B2B buyers generative AI search vendor discovery enterprise software survey 2025 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2025 generative engine optimization B2B enterprise software pipeline revenue attribution AI search buyers study
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
2026 generative engine optimization B2B pipeline measurement AI search referral conversion enterprise software
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
B2B buyers generative AI search vendor discovery enterprise software survey 2025
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1