Real ChatGPT answer + Gemini simulation · index seedBUAr8yTj2tMcompleteAI OverviewAutomotive · used carsinformational
How does the lemon law protect out-of-state buyers who purchase a used vehicle and drive it home?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search39 queries10/30/2026
Download run
Gemini unique queries
36
0 in ≥ half the passes · stability 33%
ChatGPT real searches predicted
67%
2 of 3 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
How does the lemon law protect out-of-state buyers who purchase a used vehicle and drive it home?
36 unique queries · 3 passes
interstate lemon law applicability
7 queries · 7 hits
does lemon law apply to out of state buyers used car1xGoogle ↗
REFORMULATION
lemon law rights for out of state used car buyers1xGoogle ↗
REFORMULATION
buying a used car in another state lemon law rights1xGoogle ↗
REFORMULATION
do lemon laws apply to used vehicles bought in another state1xGoogle ↗
RELATED
does federal lemon law cover used cars bought in another state1xGoogle ↗
RELATED
used car lemon law vs implied warranty interstate purchase1xGoogle ↗
COMPARATIVE
as is used car sale lemon law exceptions for non residents1xGoogle ↗
PERSONALIZED
state specific dealer warranties
6 queries · 6 hits
buying a used car in another state and driving it back warranty rights1xGoogle ↗
IMPLICIT
implied warranty of merchantability used car out of state1xGoogle ↗
RELATED
used car dealer implied warranty out of state buyer protection1xGoogle ↗
ENTITY EXPANSION
dealer obligations for out of state used car defects1xGoogle ↗
IMPLICIT
dealership cancellation rights and cooling off period out of state used car1xGoogle ↗
ENTITY EXPANSION
used car dealer registration and statutory warranty by state1xGoogle ↗
ENTITY EXPANSION
breakdown during interstate drive home
5 queries · 5 hits
what to do if newly bought used car breaks down driving home interstate1xGoogle ↗
IMPLICIT
driving a recently purchased used car back home warranty rights1xGoogle ↗
IMPLICIT
as is used car sale lemon law protection driving home1xGoogle ↗
PERSONALIZED
what to do if used car breaks down driving home interstate1xGoogle ↗
IMPLICIT
what to do if used car breaks down driving home from out of state dealer1xGoogle ↗
IMPLICIT
florida used vehicle lemon law
4 queries · 4 hits
state law statutory comparisons
4 queries · 4 hits
interstate arbitration and lawsuits
4 queries · 4 hits
lemon law arbitration for out of state vehicle purchasers1xGoogle ↗
ENTITY EXPANSION
used car lemon law arbitration process out of state1xGoogle ↗
RELATED
can you sue a car dealership in another state under lemon law1xGoogle ↗
COMPARATIVE
can you sue a used car dealer in another state under lemon law1xGoogle ↗
REFORMULATION
magnuson moss warranty act
3 queries · 3 hits
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)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence. 36 queries are still being classified.
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.
ChatGPT3 real searches · gpt-667% predicted
FTC Used Car Rule Buyers Guide warranty as-is federal Magnuson Moss used car out of state purchase lemon law state coverage Google ↗
Florida used motor vehicle lemon law used cars official Florida Attorney General out of state purchase Google ↗
Georgia used car lemon law official state warranty dealer used vehicles Google ↗
- Lemon Law FAQs | Georgia Attorney General's Consumer Protection Division · consumer.georgia.gov
- Georgia Lemon Law | Georgia Attorney General's Consumer Protection Division · consumer.georgia.gov
- Consumer Guide to the · myflorida.com
- Magnuson Moss Warranty Act | Consumer Services · myfloridacfo.com
- Dealer's Guide to the Used Car Rule · ftc.gov
- Used Car Rule · ftc.gov
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
36 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
does lemon law apply to out of state buyers used car REFORMULATION | Google ↗ AI Mode ↗ | Determine whether state lemon laws cover non-residents purchasing used vehicles. | — | faq_page | interstate lemon law applicability | 1x of 3 | |
lemon law used car out of state buyer rights REFORMULATION | Google ↗ AI Mode ↗ | Understand if out-of-state purchasers are covered by lemon laws when buying a used car. | — | web_article | florida used vehicle lemon law | 1x of 3 | |
lemon law rights for out of state used car buyers REFORMULATION | Google ↗ AI Mode ↗ | The user wants to know if state lemon laws apply when someone crosses state lines with a recently purchased used vehicle. | — | web_article | interstate lemon law applicability | 1x of 3 | |
buying a used car in another state lemon law rights REFORMULATION | Google ↗ AI Mode ↗ | Understand consumer rights when purchasing a pre-owned vehicle across state lines. | — | web_article | interstate lemon law applicability | 1x of 3 | |
do lemon laws apply to used vehicles bought in another state RELATED | Google ↗ AI Mode ↗ | Find out whether the law of the purchase state or the home state applies. | — | faq_page | interstate lemon law applicability | 1x of 3 | |
does federal lemon law cover used cars bought in another state RELATED | Google ↗ AI Mode ↗ | The user is looking to see if federal statutes like the Magnuson-Moss Warranty Act cover interstate used vehicle purchases. | — | faq_page | interstate lemon law applicability | 1x of 3 | |
state lemon laws used vehicles cross state purchase RELATED | Google ↗ AI Mode ↗ | Examine how different state statutes handle out-of-state vehicle transactions. | — | pdf_whitepaper | florida used vehicle lemon law | 1x of 3 | |
what to do if newly bought used car breaks down driving home interstate IMPLICIT | Google ↗ AI Mode ↗ | Find immediate actionable steps when a vehicle fails during the drive back to the home state. | — | how_to_steps | breakdown during interstate drive home | 1x of 3 | |
buying a used car in another state and driving it back warranty rights IMPLICIT | Google ↗ AI Mode ↗ | The user needs to understand what warranty rights apply during the drive-home period after an out-of-state purchase. | — | how_to_steps | state specific dealer warranties | 1x of 3 | |
driving a recently purchased used car back home warranty rights IMPLICIT | Google ↗ AI Mode ↗ | Find out if warranties and protection laws apply while driving a newly bought car home to a different state. | — | how_to_steps | breakdown during interstate drive home | 1x of 3 | |
used car lemon law vs implied warranty interstate purchase COMPARATIVE | Google ↗ AI Mode ↗ | Compare statutory lemon laws with federal or state implied warranties for used cars. | — | comparison_table | interstate lemon law applicability | 1x of 3 | |
state vs state lemon law used car interstate purchase comparison COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare whether the purchase state's or the home state's lemon law governs the vehicle. | — | comparison_table | state law statutory comparisons | 1x of 3 | |
implied warranty of merchantability used car out of state RELATED | Google ↗ AI Mode ↗ | Learn about federal and state implied warranties for used cars sold to non-residents. | — | glossary/definition | state specific dealer warranties | 1x of 3 | |
magnuson moss warranty act interstate used car sales ENTITY EXPANSION | Google ↗ AI Mode ↗ | Learn how federal warranty acts protect consumers across state lines. | — | pdf_whitepaper | magnuson moss warranty act | 1x of 3 | |
used car dealer implied warranty out of state buyer protection ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user is seeking information on implied warranties of merchantability when dealing with out-of-state dealerships. | — | glossary/definition | state specific dealer warranties | 1x of 3 | |
used car lemon law vs new car lemon law state differences COMPARATIVE | Google ↗ AI Mode ↗ | Compare how state lemon laws treat used vehicles versus new vehicles. | — | comparison_table | state law statutory comparisons | 1x of 3 | |
as is used car sale lemon law protection driving home PERSONALIZED | Google ↗ AI Mode ↗ | Check if an 'as-is' sale overrides any potential lemon law protection during the trip home. | — | forum/qna | breakdown during interstate drive home | 1x of 3 | |
as is used car sale lemon law exceptions for non residents PERSONALIZED | Google ↗ AI Mode ↗ | The user wants to know if 'as-is' sales override lemon law protections for buyers coming from another state. | — | pdf_whitepaper | interstate lemon law applicability | 1x of 3 | |
magnuson moss warranty act out of state used car ENTITY EXPANSION | Google ↗ AI Mode ↗ | Investigate federal warranty laws that protect used car buyers across state lines. | — | web_article | magnuson moss warranty act | 1x of 3 | |
state by state used car lemon law statute comparison REFORMULATION | Google ↗ AI Mode ↗ | Compare how different states handle used vehicle lemon law provisions. | — | comparison_table | state law statutory comparisons | 1x of 3 | |
returning a defective used car bought out of state legal recourse REFORMULATION | Google ↗ AI Mode ↗ | The user wants to find out the practical steps and legal options for returning a broken car across state lines. | — | checklist | returning out of state vehicles | 1x of 3 | |
what to do if used car breaks down driving home interstate IMPLICIT | Google ↗ AI Mode ↗ | Get actionable advice on handling a vehicle breakdown while driving an interstate purchase home. | — | checklist | breakdown during interstate drive home | 1x of 3 | |
returning a used car to out of state dealer lemon law RELATED | Google ↗ AI Mode ↗ | Find the legal mechanism and rules for returning a defective vehicle back to the selling dealer in another state. | — | buyers_guide | returning out of state vehicles | 1x of 3 | |
magnuson moss warranty act used vehicle interstate protection RELATED | Google ↗ AI Mode ↗ | The user is searching for specific federal warranty enforcement mechanisms applicable to used cars. | — | case_study | magnuson moss warranty act | 1x of 3 | |
lemon law rights for military personnel buying cars out of state PERSONALIZED | Google ↗ AI Mode ↗ | Identify specific lemon law protections available to service members buying vehicles outside their home state. | — | faq_page | florida used vehicle lemon law | 1x of 3 | |
dealer obligations for out of state used car defects IMPLICIT | Google ↗ AI Mode ↗ | Determine what responsibilities the dealership has when a car breaks down outside their home jurisdiction. | — | web_article | state specific dealer warranties | 1x of 3 | |
what to do if used car breaks down driving home from out of state dealer IMPLICIT | Google ↗ AI Mode ↗ | The user needs immediate guidance on handling a mechanical failure during the trip home after buying a car. | — | buyers_guide | breakdown during interstate drive home | 1x of 3 | |
returning a used car to a dealer in another state lemon law RELATED | Google ↗ AI Mode ↗ | Understand the legal mechanism for returning a defective used car to an out-of-state dealership. | — | forum/qna | returning out of state vehicles | 1x of 3 | |
interstate vehicle registration and lemon law rights ENTITY EXPANSION | Google ↗ AI Mode ↗ | Understand how registering a vehicle in a new state impacts warranty or lemon law claims. | — | checklist | florida used vehicle lemon law | 1x of 3 | |
lemon law arbitration for out of state vehicle purchasers ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to know how out-of-state residents can participate in manufacturer or state arbitration programs. | — | forum/qna | interstate arbitration and lawsuits | 1x of 3 | |
dealership cancellation rights and cooling off period out of state used car ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check if state cooling-off periods or cancellation rights apply to interstate used vehicle sales. | — | glossary/definition | state specific dealer warranties | 1x of 3 | |
used car lemon law arbitration process out of state RELATED | Google ↗ AI Mode ↗ | Learn how dispute resolution or arbitration works when the buyer and dealer are in different states. | — | how_to_steps | interstate arbitration and lawsuits | 1x of 3 | |
can you sue a car dealership in another state under lemon law COMPARATIVE | Google ↗ AI Mode ↗ | The user is exploring the jurisdictional feasibility of filing a lawsuit against a dealer located in a different state. | — | web_article | interstate arbitration and lawsuits | 1x of 3 | |
used car dealer registration and statutory warranty by state ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants a breakdown of which states offer statutory used car warranties regardless of buyer residency. | — | dataset | state specific dealer warranties | 1x of 3 | |
can you sue a used car dealer in another state under lemon law REFORMULATION | Google ↗ AI Mode ↗ | Explore litigation options against an out-of-state dealership for selling a defective used car. | — | case_study | interstate arbitration and lawsuits | 1x of 3 | |
used car lemon law states list REFORMULATION | Google ↗ AI Mode ↗ | Find which specific states offer lemon law protection for pre-owned vehicles. | — | dataset | state law statutory comparisons | 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 | — | 917 / 1,438 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 917 / 1,457 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 917 / 1,558 |