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What troubleshooting steps should I take if ChatGPT keeps hallucinating pricing details for my SaaS product when users ask for cheap alternatives in our niche?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What troubleshooting steps should I take if ChatGPT keeps hallucinating pricing details for my SaaS product when users ask for cheap alternatives in our niche?
2 real searches · 1 real-search pass
how ChatGPT search answers use web sources website crawling pricing information OpenAI help centerGoogle ↗
OBSERVEDInstruction
OpenAI crawler OAI-SearchBot website owners control search visibility official 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 (2)
Short factOther / navigational50%ComparisonConsequenceReasonDefinitionInstruction50%Yes / no

Classes come from the query-classifier (a local Laya model). 1 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
how ChatGPT search answers use web sources website crawling pricing information OpenAI help center Google ↗
OpenAI crawler OAI-SearchBot website owners control search visibility official documentation Google ↗
  1. Overview of OpenAI Crawlers · developers.openai.com
  2. Publishers and Developers - FAQ · help.openai.com
  3. Searching the web with ChatGPT · help.openai.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
how ChatGPT search answers use web sources website crawling pricing information OpenAI help center
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
OpenAI crawler OAI-SearchBot website owners control search visibility official documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1