Real ChatGPT answer · index seedoiAIfxdwHZocompleteAutomotive · car reliability and safetyinformational

How do software-based safety features on modern electric vehicles undergo testing before regulators issue a recall?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How do software-based safety features on modern electric vehicles undergo testing before regulators issue a recall?
2 real searches · 1 real-search pass
NHTSA defect investigation process preliminary evaluation engineering analysis recall safety-related motor vehicle defects software over-the-air updatesGoogle ↗
OBSERVEDReason
NHTSA manufacturer safety recall reporting obligations 49 CFR Part 573 software defects vehicle safetyGoogle ↗
OBSERVEDConsequence

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 / navigationalComparisonConsequence50%Reason50%DefinitionInstructionYes / 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
NHTSA defect investigation process preliminary evaluation engineering analysis recall safety-related motor vehicle defects software over-the-air updates Google ↗
NHTSA manufacturer safety recall reporting obligations 49 CFR Part 573 software defects vehicle safety Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
NHTSA defect investigation process preliminary evaluation engineering analysis recall safety-related motor vehicle defects software over-the-air updates
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
NHTSA manufacturer safety recall reporting obligations 49 CFR Part 573 software defects vehicle safety
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1