Real ChatGPT answer · index seedOw4OU3iTyrUcompleteEducation · trade schoolscommercial

My grandson wants to become a welder. Where can he find structural steel welding testing locations near the Atlanta area?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
My grandson wants to become a welder. Where can he find structural steel welding testing locations near the Atlanta area?
1 real search · 1 real-search pass
Atlanta Georgia structural steel welding test AWS D1.1 welder qualification testing locationsGoogle ↗
OBSERVEDInstruction

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)
Short factOther / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / no

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
Atlanta Georgia structural steel welding test AWS D1.1 welder qualification testing locations Google ↗
  1. AWS ATF Domestic Listing · aws-p-001-delivery.sitecorecontenthub.cloud
  2. Recap: TECHNICAL MEETING-CERTIFICATIONS · sections.aws.org
  3. AWS D1.1: Structural Welding Code: Steel · industrialwelders.com
  4. Atlanta Technical College website · atlantatech.edu

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Atlanta Georgia structural steel welding test AWS D1.1 welder qualification testing locations
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1