Real ChatGPT answer · index seedxRLMEs3lBWUcompleteEducation · trade schoolshowto

What is the failure rate for the 3G and 4G structural steel welding certification test and how can I practice overhead welding better today?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What is the failure rate for the 3G and 4G structural steel welding certification test and how can I practice overhead welding better today?
2 real searches · 1 real-search pass
AWS D1.1 welder qualification test 3G 4G pass fail rate statistics failure rateGoogle ↗
OBSERVED
AWS D1.1 structural welding welder qualification visual inspection bend test acceptance criteria 3G 4GGoogle ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
AWS D1.1 welder qualification test 3G 4G pass fail rate statistics failure rate Google ↗
AWS D1.1 structural welding welder qualification visual inspection bend test acceptance criteria 3G 4G Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
AWS D1.1 welder qualification test 3G 4G pass fail rate statistics failure rate
OBSERVED
Google ↗
AI Mode ↗
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of 1
AWS D1.1 structural welding welder qualification visual inspection bend test acceptance criteria 3G 4G
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1