Real ChatGPT answer · index seedVNpBFp7K4e8completeMarketing and advertising · AI search and generative engine optimizationcommercial

What immediate strategies stop generative search engines from hallucinating incorrect pricing and feature details about our software product?

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What immediate strategies stop generative search engines from hallucinating incorrect pricing and feature details about our software product?
4 real searches · 1 real-search pass
Google Search Central structured data pricing software product offers documentation AI Overviews site owners accuracyGoogle ↗
OBSERVEDOther / navigational
OpenAI search crawler OAI-SearchBot website owners documentation ChatGPT searchGoogle ↗
OBSERVEDOther / navigational
Perplexity crawler PerplexityBot website owners documentationGoogle ↗
OBSERVEDOther / navigational
Bing Webmaster tools IndexNow structured data software pricing pageGoogle ↗
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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
Google Search Central structured data pricing software product offers documentation AI Overviews site owners accuracy Google ↗
OpenAI search crawler OAI-SearchBot website owners documentation ChatGPT search Google ↗
Perplexity crawler PerplexityBot website owners documentation Google ↗
Bing Webmaster tools IndexNow structured data software pricing page Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Google Search Central structured data pricing software product offers documentation AI Overviews site owners accuracy
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
OpenAI search crawler OAI-SearchBot website owners documentation ChatGPT search
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Perplexity crawler PerplexityBot website owners documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Bing Webmaster tools IndexNow structured data software pricing page
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1