Real ChatGPT answer · index seed4O3eNaUWHXscompleteEducation · trade schoolscommercial

I am trying to help my husband budget for his plumbing license exam preparation materials and testing fees, so what is the total out-of-pocket cost we should expect?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I am trying to help my husband budget for his plumbing license exam preparation materials and testing fees, so what is the total out-of-pocket cost we should expect?
2 real searches · 1 real-search pass
California CSLB C-36 plumbing contractor license application examination fees initial license fee 2026 officialGoogle ↗
OBSERVEDShort fact
California C-36 plumbing contractor exam preparation books course prices 2026Google ↗
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 fact50%Other / navigational50%ComparisonConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 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
California CSLB C-36 plumbing contractor license application examination fees initial license fee 2026 official Google ↗
California C-36 plumbing contractor exam preparation books course prices 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
California CSLB C-36 plumbing contractor license application examination fees initial license fee 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
California C-36 plumbing contractor exam preparation books course prices 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1