Real ChatGPT answer + Gemini simulation · index seedRol6AFgpZL8completeAI OverviewAutomotive · selling or trading in a carlocal
What do dealerships look at during a trade in appraisal and can minor scratches lower my offer significantly?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search35 queries10/30/2026
Download run
Gemini unique queries
34
2 in ≥ half the passes · stability 35%
ChatGPT real searches predicted
0%
0 of 1 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
What do dealerships look at during a trade in appraisal and can minor scratches lower my offer significantly?
34 unique queries · 3 passes
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.
Gemini simulated (34)ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 19 of 35 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
What the models actually searched
Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.
ChatGPT1 real searches · gpt-60% predicted
dealership trade-in appraisal inspection condition scratches clear coat vehicle value Kelley Blue Book Edmunds Google ↗
- Instant Used Car Value And Trade In Value · edmunds.com
- What are the vehicle conditions used for True Market Value Pricing? · help.edmunds.com
- Definitions of Our Values · b2b.kbb.com
- Kelley Blue Book | FAQ page · kbb.com
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
34 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
how do car dealerships evaluate trade ins REFORMULATION | Google ↗ AI Mode ↗ | Understand the overall steps and criteria dealerships use when appraising a used vehicle. | Reason | web_article | dealership trade in evaluation process | 2x of 3 | |
how to prepare car for trade in appraisal checklist RELATED | Google ↗ AI Mode ↗ | Learn what steps to take before visiting the dealer to maximize the trade-in offer. | Instruction | checklist | dealership trade in evaluation process | 2x of 3 | |
how do car dealerships value trade ins REFORMULATION | Google ↗ AI Mode ↗ | Understand the general criteria and process dealerships use to determine a car's trade-in value. | Reason | web_article | dealership trade in evaluation process | 1x of 3 | |
do minor scratches affect trade in value REFORMULATION | Google ↗ AI Mode ↗ | Find out specifically if small scratches will cause a major drop in the trade-in offer. | Consequence | faq_page | impact of scratches on value | 1x of 3 | |
do minor scratches affect car trade in value REFORMULATION | Google ↗ AI Mode ↗ | Find out specifically if small paint scratches will result in a lower trade-in offer. | Consequence | faq_page | impact of scratches on value | 1x of 3 | |
car trade in scratch damage reduction value RELATED | Google ↗ AI Mode ↗ | Find out how specific types of cosmetic damage like scratches affect the money offered by a dealer. | Consequence | faq_page | impact of scratches on value | 1x of 3 | |
should I fix minor scratches before trading in my car IMPLICIT | Google ↗ AI Mode ↗ | Determine if investing money into fixing minor scratches will yield a better trade-in offer. | Consequence | how_to_steps | impact of scratches on value | 1x of 3 | |
should I fix scratches before trading in car IMPLICIT | Google ↗ AI Mode ↗ | Determine if paying for cosmetic repairs is financially worth it before a dealership trade-in. | Instruction | buyers_guide | impact of scratches on value | 1x of 3 | |
car body damage cost to fix vs trade in value loss COMPARATIVE | Google ↗ AI Mode ↗ | Determine whether it is financially worth repairing minor scratches before trading in a car. | Comparison | comparison_table | impact of scratches on value | 1x of 3 | |
dealership trade in vs private sale value for scratched car COMPARATIVE | Google ↗ AI Mode ↗ | Compare how dealerships versus private buyers penalize or account for minor scratches. | Comparison | comparison_table | impact of scratches on value | 1x of 3 | |
dealer trade in vs private sale value comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare how much more money can be made selling privately versus taking a dealer trade-in. | Comparison | comparison_table | dealership trade in evaluation process | 1x of 3 | |
what does a dealership check during inspection IMPLICIT | Google ↗ AI Mode ↗ | Learn the exact mechanical and cosmetic inspection points an appraiser goes through. | Reason | how_to_steps | dealership trade in evaluation process | 1x of 3 | |
kbb condition guidelines minor scratches dents ENTITY EXPANSION | Google ↗ AI Mode ↗ | Learn how major valuation authorities like Kelley Blue Book define and penalize minor scratches in vehicle grading. | Consequence | glossary/definition | impact of scratches on value | 1x of 3 | |
kelley blue book trade in condition guidelines scratches dents ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check industry standard valuation definitions for vehicle condition ratings regarding cosmetic damage. | Consequence | glossary/definition | impact of scratches on value | 1x of 3 | |
average trade in depreciation for cosmetic flaws like dings and scratches ENTITY EXPANSION | Google ↗ AI Mode ↗ | Quantify how much value specific cosmetic imperfections typically strip from a vehicle's appraisal. | Consequence | buyers_guide | impact of scratches on value | 1x of 3 | |
used car trade in evaluation checklist PERSONALIZED | Google ↗ AI Mode ↗ | Find a checklist of items to prepare or inspect on a vehicle before taking it to a dealership. | Other / navigational | checklist | dealership trade in evaluation process | 1x of 3 | |
tips to negotiate higher trade in value at dealership PERSONALIZED | Google ↗ AI Mode ↗ | Find actionable negotiation strategies to counter low initial trade-in offers. | Instruction | how_to_steps | dealership trade in evaluation process | 1x of 3 | |
first time trading in a car tips for getting maximum offer PERSONALIZED | Google ↗ AI Mode ↗ | Find foundational advice tailored for inexperienced sellers navigating a dealership trade-in for the first time. | Comparison | web_article | dealership trade in evaluation process | 1x of 3 | |
what inspectors check during a car trade in appraisal REFORMULATION | Google ↗ AI Mode ↗ | Get a detailed breakdown of the physical and mechanical inspection performed by dealership staff. | Reason | buyers_guide | dealership trade in evaluation process | 1x of 3 | |
what does a used car reconditioning fee include RELATED | Google ↗ AI Mode ↗ | Understand why dealerships deduct money from trade-in offers for cosmetic and mechanical fixes. | Reason | web_article | dealership trade in evaluation process | 1x of 3 | |
can you trade in a car with dented panels and scratches RELATED | Google ↗ AI Mode ↗ | Confirm whether dealerships will even accept vehicles that have visible exterior damage. | Consequence | forum/qna | impact of scratches on value | 1x of 3 | |
average cost to fix scratches car dealership deduction RELATED | Google ↗ AI Mode ↗ | Understand if dealership repair deductions for scratches are inflated compared to actual body shop costs. | Consequence | calculator/tool | impact of scratches on value | 1x of 3 | |
average trade in value reduction for body damage REFORMULATION | Google ↗ AI Mode ↗ | Find quantitative data or estimates on how much value is lost per scratch or dent. | Consequence | dataset | impact of scratches on value | 1x of 3 | |
kbb condition rating guidelines scratches dents ENTITY EXPANSION | Google ↗ AI Mode ↗ | See how industry valuation authorities like Kelley Blue Book define scratch and dent thresholds for vehicle conditions. | Consequence | pdf_whitepaper | impact of scratches on value | 1x of 3 | |
do minor scratches affect car trade in value reddit RELATED | Google ↗ AI Mode ↗ | Read real-world experiences from car owners regarding dealership appraisals and cosmetic damage. | Consequence | forum/qna | impact of scratches on value | 1x of 3 | |
do dealerships test drive trade ins RELATED | Google ↗ AI Mode ↗ | Know what mechanical checks and tests are performed during the physical inspection. | Reason | forum/qna | dealership trade in evaluation process | 1x of 3 | |
dealership trade in appraisal vs private party sale condition expectations COMPARATIVE | Google ↗ AI Mode ↗ | Compare how strict dealerships are on cosmetic damage compared to individual buyers on the open market. | Comparison | comparison_table | dealership trade in evaluation process | 1x of 3 | |
car appraisal condition ratings clean average rough ENTITY EXPANSION | Google ↗ AI Mode ↗ | Understand how vehicle condition categories are assigned and how scratches downgrade a car from clean to average. | Consequence | pdf_whitepaper | dealership trade in evaluation process | 1x of 3 | |
carmax trade in appraisal process vs traditional dealership COMPARATIVE | Google ↗ AI Mode ↗ | Compare the appraisal strictness and offers between large no-haggle buyers and traditional dealers. | Comparison | review_roundup | dealership trade in evaluation process | 1x of 3 | |
do dealers inspect engine and transmission during trade in IMPLICIT | Google ↗ AI Mode ↗ | Understand the weight mechanical health carries compared to exterior cosmetics in an appraisal. | Reason | faq_page | dealership trade in evaluation process | 1x of 3 | |
how to maximize car trade in value with cosmetic damage IMPLICIT | Google ↗ AI Mode ↗ | Learn strategies to negotiate or improve a trade-in offer despite having visible scratches. | Instruction | review_roundup | impact of scratches on value | 1x of 3 | |
will touch up paint help trade in value IMPLICIT | Google ↗ AI Mode ↗ | Check if cheap DIY scratch fixes are effective at preventing trade-in value drops. | Reason | tutorial_video/transcript | impact of scratches on value | 1x of 3 | |
how to buff out scratches before trading in car RELATED | Google ↗ AI Mode ↗ | Learn quick DIY methods to remove minor scratches and improve the vehicle's appearance before appraisal. | Instruction | how_to_steps | impact of scratches on value | 1x of 3 | |
will a dirty car lower trade in value RELATED | Google ↗ AI Mode ↗ | Find out if surface dirt and minor cosmetic issues are treated the same way by appraisers. | Consequence | web_article | impact of scratches on value | 1x of 3 |
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
Geminix = pass, y = cumulative unique queries
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-3.5-flash-lite | 1 | 12 | 12 | — | 911 / 1,418 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 911 / 1,480 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 911 / 1,469 |