Real ChatGPT answer · index seed9q1khltaJQAcompleteHome services and improvement · plumbingcomparison
Are generic replacement filters for whole house water systems safe to use or do they end up costing more because they fail early?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are generic replacement filters for whole house water systems safe to use or do they end up costing more because they fail early?
1 real search · 1 real-search pass
generic aftermarket whole house water filter replacement cartridges NSF ANSI certification performance lifespan compatibility risksGoogle ↗
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
generic aftermarket whole house water filter replacement cartridges NSF ANSI certification performance lifespan compatibility risks Google ↗