Real ChatGPT answer + Gemini simulation · index seedR4peooHeyWYcompleteAI OverviewAutomotive · new carscomparison
Which budget-friendly subcompact SUV has the cheapest replacement tires and lowest overall repair costs over five years?
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
Which budget-friendly subcompact SUV has the cheapest replacement tires and lowest overall repair costs over five years?
36 unique queries · 3 passes
five year maintenance cost comparison
9 queries · 9 hits
cheapest subcompact suvs to maintain and repair 5 years1xGoogle ↗
REFORMULATIONComparison
average 5 year maintenance cost subcompact suv1xGoogle ↗
RELATEDReason
lowest 5 year maintenance cost subcompact suv1xGoogle ↗
RELATEDComparison
lowest 5 year maintenance cost suvs under 250001xGoogle ↗
IMPLICITComparison
average 5 year repair costs by subcompact suv brand1xGoogle ↗
RELATEDShort fact
subcompact suv 5 year repair cost comparison1xGoogle ↗
COMPARATIVEComparison
minimizing car repair and maintenance costs over five years1xGoogle ↗
PERSONALIZEDComparison
edmunds 5 year cost to own subcompact suv1xGoogle ↗
RELATEDOther / navigational
total cost of ownership 5 years subcompact suvs1xGoogle ↗
RELATEDConsequence
best affordable reliable subcompact suvs
8 queries · 8 hits
which subcompact suv has the lowest ownership costs1xGoogle ↗
IMPLICITComparison
best affordable small suvs for a tight budget1xGoogle ↗
PERSONALIZEDComparison
best subcompact suv for low budget owner with cheap maintenance1xGoogle ↗
PERSONALIZEDComparison
most reliable budget subcompact crossovers1xGoogle ↗
ENTITY EXPANSIONComparison
most reliable subcompact suv with cheap repairs1xGoogle ↗
REFORMULATIONComparison
which small suv has the least expensive maintenance1xGoogle ↗
IMPLICITComparison
cheapest new subcompact suvs under 25000 dollars1xGoogle ↗
ENTITY EXPANSIONComparison
subcompact suv lowest total cost of ownership1xGoogle ↗
REFORMULATIONComparison
specific model repair cost comparisons
7 queries · 7 hits
honda hr-v vs toyota corolla cross tire replacement cost1xGoogle ↗
COMPARATIVEComparison
honda hr-v vs toyota corolla cross repair cost and tires1xGoogle ↗
COMPARATIVEComparison
honda hr-v vs toyota corolla cross repair cost comparison1xGoogle ↗
COMPARATIVEComparison
chevy trax vs subaru crosstrek tire and maintenance expenses1xGoogle ↗
COMPARATIVEComparison
subaru crosstrek vs nissan kicks maintenance and tire cost1xGoogle ↗
COMPARATIVEComparison
hyundai kona vs mazda cx-30 repair and maintenance costs1xGoogle ↗
COMPARATIVEComparison
hyundai kona vs nissan kicks maintenance cost analysis1xGoogle ↗
COMPARATIVEComparison
cheapest replacement tires and repairs
5 queries · 5 hits
cheapest subcompact suvs for replacement tires and repairs1xGoogle ↗
REFORMULATIONComparison
cheapest subcompact suvs for replacement tires and repair costs1xGoogle ↗
REFORMULATIONComparison
subcompact suvs with cheapest replacement tires1xGoogle ↗
REFORMULATIONComparison
cheapest tires for compact and subcompact crossovers1xGoogle ↗
REFORMULATIONComparison
cheap tires for subcompact suv models1xGoogle ↗
IMPLICITComparison
tire size and replacement costs
5 queries · 5 hits
subcompact suv tire size and replacement cost comparison1xGoogle ↗
IMPLICITComparison
average tire replacement cost by subcompact suvs1xGoogle ↗
RELATEDShort fact
subcompact suv tire size and replacement cost chart1xGoogle ↗
RELATEDComparison
suv standard tire size and replacement price list1xGoogle ↗
ENTITY EXPANSIONComparison
how much to replace tires on a subcompact crossover1xGoogle ↗
RELATEDShort fact
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 (36)ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 13 of 39 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.
ChatGPT3 real searches · gpt-667% predicted
2026 cheapest subcompact SUV maintenance repair costs five year ownership Toyota Corolla Cross Hyundai Venue Nissan Kicks Kia Soul Chevrolet Trax tire replacement cost Google ↗
subcompact SUVs 5 year maintenance repair costs RepairPal CarEdge 2025 2026 Venue Kicks Trax Corolla Cross Google ↗
2026 subcompact SUV tire size base trim Hyundai Venue Nissan Kicks Kia Soul Chevrolet Trax Toyota Corolla Cross Google ↗
- Most Affordable Subcompact SUVs for 2026 · iseecars.com
- 2026 Venue | Compact SUV, Overview · hyundaiusa.com
- Honda HR-V Maintenance Schedule and Costs · caredge.com
- Hyundai Venue Maintenance Schedule and Costs · caredge.com
- Nissan Kicks Maintenance Schedule and Costs · caredge.com
- 2026 Nissan Kicks Press Kit · usa.nissannews.com
- Honda HR-V Tire Size by Year & Trim · tirecompared.com
- Find 2026 Hyundai Venue Tires · goodyear.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
36 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
cheapest subcompact suvs for replacement tires and repairs REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct restatement of the core question focused on low tire and repair costs for subcompact SUVs. | Comparison | comparison_table | cheapest replacement tires and repairs | 1x of 3 | |
cheapest subcompact suvs for replacement tires and repair costs REFORMULATION | Google ↗ AI Mode ↗ | Find a direct restatement of the original query focusing on the intersection of tire and repair expenses for affordable subcompact SUVs. | Comparison | comparison_table | cheapest replacement tires and repairs | 1x of 3 | |
cheapest subcompact suvs to maintain and repair 5 years REFORMULATION | Google ↗ AI Mode ↗ | Find subcompact SUVs with the lowest long-term maintenance costs. | Comparison | comparison_table | five year maintenance cost comparison | 1x of 3 | |
average 5 year maintenance cost subcompact suv RELATED | Google ↗ AI Mode ↗ | The user wants to see general five-year maintenance benchmarks for the subcompact SUV class. | Reason | dataset | five year maintenance cost comparison | 1x of 3 | |
lowest 5 year maintenance cost subcompact suv RELATED | Google ↗ AI Mode ↗ | Discover data regarding overall five-year maintenance expenses specifically for vehicles in the subcompact utility vehicle class. | Comparison | buyers_guide | five year maintenance cost comparison | 1x of 3 | |
subcompact suvs with cheapest replacement tires REFORMULATION | Google ↗ AI Mode ↗ | Identify specific subcompact SUV models that use affordable tire sizes. | Comparison | web_article | cheapest replacement tires and repairs | 1x of 3 | |
which subcompact suv has the lowest ownership costs IMPLICIT | Google ↗ AI Mode ↗ | The user is looking for the overall most economical subcompact SUV model. | Comparison | buyers_guide | best affordable reliable subcompact suvs | 1x of 3 | |
subcompact suv tire size and replacement cost comparison IMPLICIT | Google ↗ AI Mode ↗ | Understand what tire sizes are standard on popular subcompact SUVs and how much it costs to replace a full set. | Comparison | product_spec_sheet | tire size and replacement costs | 1x of 3 | |
average tire replacement cost by subcompact suvs RELATED | Google ↗ AI Mode ↗ | Understand average market prices for tires fitting different subcompact models. | Short fact | calculator/tool | tire size and replacement costs | 1x of 3 | |
honda hr-v vs toyota corolla cross tire replacement cost COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare specific popular subcompact SUVs on tire replacement expenses. | Comparison | comparison_table | specific model repair cost comparisons | 1x of 3 | |
honda hr-v vs toyota corolla cross repair cost and tires COMPARATIVE | Google ↗ AI Mode ↗ | Compare two leading budget subcompact SUVs directly on their upkeep, repair frequency, and tire replacement bills. | Comparison | review_roundup | specific model repair cost comparisons | 1x of 3 | |
lowest 5 year maintenance cost suvs under 25000 IMPLICIT | Google ↗ AI Mode ↗ | Discover affordable budget-friendly vehicles with minimal upkeep expenses. | Comparison | buyers_guide | five year maintenance cost comparison | 1x of 3 | |
subcompact suv models list ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user needs a comprehensive list of vehicles that qualify as budget-friendly subcompact SUVs. | Comparison | product_spec_sheet | upcoming model maintenance and tires | 1x of 3 | |
cheapest subcompact suvs like hyundai kona mazda cx-30 subaru crosstrek ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify specific budget-friendly subcompact SUV models available on the market that fit the criteria. | Comparison | web_article | upcoming model maintenance and tires | 1x of 3 | |
honda hr-v vs toyota corolla cross repair cost comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare maintenance and repair expenses of two popular budget subcompact SUVs. | Comparison | comparison_table | specific model repair cost comparisons | 1x of 3 | |
best affordable small suvs for a tight budget PERSONALIZED | Google ↗ AI Mode ↗ | The user is looking for highly affordable options tailored to a strict budget constraint. | Comparison | review_roundup | best affordable reliable subcompact suvs | 1x of 3 | |
best subcompact suv for low budget owner with cheap maintenance PERSONALIZED | Google ↗ AI Mode ↗ | Find recommendations tailored for a budget-conscious buyer prioritizing minimal ongoing vehicle expenses. | Comparison | faq_page | best affordable reliable subcompact suvs | 1x of 3 | |
chevy trax vs subaru crosstrek tire and maintenance expenses COMPARATIVE | Google ↗ AI Mode ↗ | Check whether Chevy Trax or Subaru Crosstrek is cheaper to keep on the road. | Comparison | review_roundup | specific model repair cost comparisons | 1x of 3 | |
subcompact suv tire size and replacement cost chart RELATED | Google ↗ AI Mode ↗ | The user wants to check standard tire sizes and typical replacement prices for small SUVs. | Comparison | comparison_table | tire size and replacement costs | 1x of 3 | |
average 5 year repair costs by subcompact suv brand RELATED | Google ↗ AI Mode ↗ | Examine reliability data and average repair expenditures over a five-year period for various compact and subcompact crossovers. | Short fact | dataset | five year maintenance cost comparison | 1x of 3 | |
most reliable budget subcompact crossovers ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find high-reliability budget subcompact SUVs that rarely need repairs. | Comparison | web_article | best affordable reliable subcompact suvs | 1x of 3 | |
most reliable subcompact suv with cheap repairs REFORMULATION | Google ↗ AI Mode ↗ | The user wants to find reliable small SUVs that do not incur high repair bills. | Comparison | web_article | best affordable reliable subcompact suvs | 1x of 3 | |
cheapest tires for compact and subcompact crossovers REFORMULATION | Google ↗ AI Mode ↗ | Identify budget tire brands and pricing tiers commonly fitted to smaller crossover utility vehicles. | Comparison | pricing_page | cheapest replacement tires and repairs | 1x of 3 | |
suv standard tire size and replacement price list ENTITY EXPANSION | Google ↗ AI Mode ↗ | Access a reference list of standard tire dimensions and costs for compact and subcompact vehicles. | Comparison | product_spec_sheet | tire size and replacement costs | 1x of 3 | |
subcompact suv 5 year repair cost comparison COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare five-year repair cost estimates across different subcompact SUV brands. | Comparison | comparison_table | five year maintenance cost comparison | 1x of 3 | |
which small suv has the least expensive maintenance IMPLICIT | Google ↗ AI Mode ↗ | Determine which small crossover requires the least financial upkeep over its initial years of ownership. | Comparison | checklist | best affordable reliable subcompact suvs | 1x of 3 | |
how much to replace tires on a subcompact crossover RELATED | Google ↗ AI Mode ↗ | Learn the typical price range for a full set of replacement tires for small SUVs. | Short fact | faq_page | tire size and replacement costs | 1x of 3 | |
cheap tires for subcompact suv models IMPLICIT | Google ↗ AI Mode ↗ | The user wants options for affordable replacement tires compatible with small SUVs. | Comparison | buyers_guide | cheapest replacement tires and repairs | 1x of 3 | |
subaru crosstrek vs nissan kicks maintenance and tire cost COMPARATIVE | Google ↗ AI Mode ↗ | Contrast the repair and tire replacement expenses of two ultra-affordable subcompact entries. | Comparison | comparison_table | specific model repair cost comparisons | 1x of 3 | |
minimizing car repair and maintenance costs over five years PERSONALIZED | Google ↗ AI Mode ↗ | Learn general strategies for keeping vehicle repair budgets as low as possible. | Comparison | how_to_steps | five year maintenance cost comparison | 1x of 3 | |
hyundai kona vs mazda cx-30 repair and maintenance costs COMPARATIVE | Google ↗ AI Mode ↗ | The user wants a direct cost comparison between two popular budget subcompact SUVs. | Comparison | comparison_table | specific model repair cost comparisons | 1x of 3 | |
cheapest new subcompact suvs under 25000 dollars ENTITY EXPANSION | Google ↗ AI Mode ↗ | List new subcompact SUVs with an MSRP under a strict budget threshold. | Comparison | buyers_guide | best affordable reliable subcompact suvs | 1x of 3 | |
edmunds 5 year cost to own subcompact suv RELATED | Google ↗ AI Mode ↗ | Find industry-standard 5-year ownership data including depreciation, repairs, and tires. | Other / navigational | dataset | five year maintenance cost comparison | 1x of 3 | |
subcompact suv lowest total cost of ownership REFORMULATION | Google ↗ AI Mode ↗ | The user seeks overall lowest cost of ownership data which encompasses repairs and tires. | Comparison | calculator/tool | best affordable reliable subcompact suvs | 1x of 3 | |
total cost of ownership 5 years subcompact suvs RELATED | Google ↗ AI Mode ↗ | Calculate depreciation, insurance, fuel, repairs, and tire costs combined over five years for subcompact utility vehicles. | Consequence | calculator/tool | five year maintenance cost comparison | 1x of 3 | |
hyundai kona vs nissan kicks maintenance cost analysis COMPARATIVE | Google ↗ AI Mode ↗ | Evaluate five-year maintenance expenses between the Hyundai Kona and Nissan Kicks. | Comparison | case_study | specific model repair cost 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 | — | 915 / 1,428 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 915 / 1,525 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 915 / 1,468 |