Between American Welding Society testing sites and private mobile testing units, what are the pros and cons for structural steel welding testing locations when certifying remote fabrication shops?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Between American Welding Society testing sites and private mobile testing units, what are the pros and cons for structural steel welding testing locations when certifying remote fabrication shops?
2 real searches · 1 real-search pass
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)
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
AWS Accredited Test Facility program requirements welder qualification testing AWS D1.1 Google ↗
AWS D1.1 welder performance qualification testing employer responsibility test records third party facility mobile testing Google ↗
- ATF Facility Accreditation · aws.org
- Certified Welder Program - Pinnacle of Welding Proficiency · aws.org
- AWS D1.1/D1.1M:2025-AMD1, Structural Welding Code - Steel · cm.aws.org
- AWS QC47-2016-AMD3 · pubs.aws.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
AWS Accredited Test Facility program requirements welder qualification testing AWS D1.1 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
AWS D1.1 welder performance qualification testing employer responsibility test records third party facility mobile testing OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |