Real ChatGPT answer · index seedlXZdO2AZj1McompleteAutomotive · trucks and SUVsinformational

What do mechanics say about the long term durability of the newer Duramax engines compared to competitors in the fleet market?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What do mechanics say about the long term durability of the newer Duramax engines compared to competitors in the fleet market?
3 real searches · 1 real-search pass
diesel mechanics long term reliability 6.6 Duramax L5P vs 6.7 Power Stroke Cummins fleet high mileage owner mechanic opinionsGoogle ↗
OBSERVEDComparison
GM L5P Duramax common problems high mileage reliability mechanics fuel system emissions lifter turboGoogle ↗
OBSERVEDReason
2024 2025 6.6 Duramax L5P reliability comparison Cummins Power Stroke fleet maintenanceGoogle ↗
OBSERVEDComparison

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 (3)
Short factOther / navigationalComparison67%ConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
diesel mechanics long term reliability 6.6 Duramax L5P vs 6.7 Power Stroke Cummins fleet high mileage owner mechanic opinions Google ↗
GM L5P Duramax common problems high mileage reliability mechanics fuel system emissions lifter turbo Google ↗
2024 2025 6.6 Duramax L5P reliability comparison Cummins Power Stroke fleet maintenance Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
diesel mechanics long term reliability 6.6 Duramax L5P vs 6.7 Power Stroke Cummins fleet high mileage owner mechanic opinions
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
GM L5P Duramax common problems high mileage reliability mechanics fuel system emissions lifter turbo
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
2024 2025 6.6 Duramax L5P reliability comparison Cummins Power Stroke fleet maintenance
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1