Real ChatGPT answer · index seedm1E4ZRzPJCwcompleteTelecom and utilities · water and gas utilitiescommercial

What permits and licensed contractor certifications are required for residential gas line installation in suburban municipalities

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What permits and licensed contractor certifications are required for residential gas line installation in suburban municipalities
2 real searches · 1 real-search pass
New York State residential fuel gas piping permit licensed plumber suburban town requirements official code plumbing license county town gas installationGoogle ↗
OBSERVEDInstruction
NYS Uniform Code fuel gas code permits inspections gas piping official Department of StateGoogle ↗
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 (2)
Short factOther / navigationalComparisonConsequenceReason50%DefinitionInstruction50%Yes / 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
New York State residential fuel gas piping permit licensed plumber suburban town requirements official code plumbing license county town gas installation Google ↗
NYS Uniform Code fuel gas code permits inspections gas piping official Department of State Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
New York State residential fuel gas piping permit licensed plumber suburban town requirements official code plumbing license county town gas installation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
NYS Uniform Code fuel gas code permits inspections gas piping official Department of State
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1