Real ChatGPT answer · index seed97ZFXYHyzj8completeMarketing and advertising · AI search and generative engine optimizationbrand

How do we audit our brand's digital PR footprint to ensure generative engines stop hallucinating outdated pricing information about our SaaS tiers?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do we audit our brand's digital PR footprint to ensure generative engines stop hallucinating outdated pricing information about our SaaS tiers?
3 real searches · 1 real-search pass
SaaS pricing information generative AI search outdated third party sources digital PR audit GEO pricing hallucinationsGoogle ↗
OBSERVEDComparison
Google Search Central structured data pricing software application offers documentationGoogle ↗
OBSERVEDOther / navigational
OpenAI search crawling OAI-SearchBot publisher controls documentationGoogle ↗
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%Comparison33%ConsequenceReasonDefinitionInstructionYes / 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
SaaS pricing information generative AI search outdated third party sources digital PR audit GEO pricing hallucinations Google ↗
Google Search Central structured data pricing software application offers documentation Google ↗
OpenAI search crawling OAI-SearchBot publisher controls documentation Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
SaaS pricing information generative AI search outdated third party sources digital PR audit GEO pricing hallucinations
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Google Search Central structured data pricing software application offers documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
OpenAI search crawling OAI-SearchBot publisher controls documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1