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What is the difference between carbon fiber straps and steel beams for bowing basement walls, and which method is better for a typical suburban home?

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 difference between carbon fiber straps and steel beams for bowing basement walls, and which method is better for a typical suburban home?
2 real searches · 1 real-search pass
carbon fiber straps vs steel I beams bowing basement walls engineering guidance foundation repairGoogle ↗
OBSERVEDComparison
basement wall bowing structural reinforcement carbon fiber steel beams limitations engineeringGoogle ↗
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 / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
carbon fiber straps vs steel I beams bowing basement walls engineering guidance foundation repair
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
basement wall bowing structural reinforcement carbon fiber steel beams limitations engineering
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1