Real ChatGPT answer · index seedDuYR4cvaOH8completeAutomotive · selling or trading in a carbrand

Do mobile scratch repair services actually increase the resale value of a commercial delivery vehicle enough to justify the upfront cost?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Do mobile scratch repair services actually increase the resale value of a commercial delivery vehicle enough to justify the upfront cost?
2 real searches · 1 real-search pass
commercial fleet vehicle resale value cosmetic damage scratches reconditioning auction condition report impact resale priceGoogle ↗
OBSERVEDConsequence
fleet vehicle remarketing reconditioning cosmetic repairs cost benefit resale value commercial vansGoogle ↗
OBSERVEDOther / navigational

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 / navigational50%ComparisonConsequence50%ReasonDefinitionInstructionYes / 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

ChatGPT2 real searches · gpt-6
commercial fleet vehicle resale value cosmetic damage scratches reconditioning auction condition report impact resale price Google ↗
fleet vehicle remarketing reconditioning cosmetic repairs cost benefit resale value commercial vans Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
commercial fleet vehicle resale value cosmetic damage scratches reconditioning auction condition report impact resale price
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
fleet vehicle remarketing reconditioning cosmetic repairs cost benefit resale value commercial vans
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1