Real ChatGPT answer + Gemini simulation · index seed5aqUroB8enocompleteAI OverviewAutomotive · trucks and SUVshowto
My doctor recommended I get a vehicle with a higher step in height, what are the best full size SUVs for easier entry and exit this year?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search34 queries10/30/2026
Download run
Gemini unique queries
33
1 in ≥ half the passes · stability 34%
ChatGPT real searches predicted
0%
0 of 1 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
My doctor recommended I get a vehicle with a higher step in height, what are the best full size SUVs for easier entry and exit this year?
33 unique queries · 3 passes
running boards and grab handles
1 query · 2 hits
suvs with power running boards for easy entry2xGoogle ↗
RELATED
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence. 33 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.
ChatGPT1 real searches · gpt-60% predicted
2026 model year full-size SUVs entry exit ease seat height step-in height running boards Tahoe Expedition Yukon Sequoia Armada Wagoneer 2026 Google ↗
- 2026 Chevrolet Tahoe/ 2026 Chevrolet Suburban Owner Manual · contentdelivery.ext.gm.com
- Best Large SUVs for 2026, Tested · caranddriver.com
- 2026 GMC Yukon & Yukon XL | Large SUV · gmc.com
- 2026 Yukon AT4 & AT4 Ultimate | Full-Size Off-Road SUV · gmc.com
- 2026 Escalade & Escalade ESV | 3-Row SUV · cadillac.com
- 2026 Ford Expedition Tech Specs · fromtheroad.ford.com
- 2026 Toyota Sequoia · toyota.com
- 2026 Nissan Armada Specifications · usa.nissannews.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
33 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
suvs with power running boards for easy entry RELATED | Google ↗ AI Mode ↗ | The user wants to find SUVs that utilize power-deployable running boards to bridge the gap for easier entry and exit. | — | web_article | running boards and grab handles | 2x of 3 | |
best full size suvs with low step in height REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct reformulation focusing on full-size SUVs that specifically offer low or manageable step-in heights despite their large class size. | — | buyers_guide | suvs with lowest step height | 1x of 3 | |
best full size suvs with low step in height for seniors REFORMULATION | Google ↗ AI Mode ↗ | The user wants to find full-size SUVs specifically designed or reviewed for easy entry and exit targeted at seniors or individuals with mobility needs. | — | review_roundup | suvs with lowest step height | 1x of 3 | |
best full size suvs with easy entry and exit 2024 REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct list of full-size SUVs known for accessible entry and exit this year. | — | review_roundup | best full size suvs accessibility | 1x of 3 | |
suv ground clearance and step in height comparison chart COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare exact step-in heights and ground clearances across different full-size SUV models. | — | comparison_table | step in height measurement charts | 1x of 3 | |
suvs with low step in height for seniors RELATED | Google ↗ AI Mode ↗ | The user wants to find out which vehicles offer low step-in heights specifically tailored for seniors or mobility needs. | — | buyers_guide | suvs with lowest step height | 1x of 3 | |
ideal vehicle step in height for elderly or mobility issues IMPLICIT | Google ↗ AI Mode ↗ | The user is looking for ergonomic guidelines or measurements regarding what constitutes a safe and accessible step-in height. | — | glossary/definition | medical recommendations for mobility is… | 1x of 3 | |
suvs with power running boards and low ground clearance IMPLICIT | Google ↗ AI Mode ↗ | The user is looking for mechanical features that assist with getting into taller vehicles easily. | — | product_spec_sheet | running boards and grab handles | 1x of 3 | |
chevrolet tahoe vs ford expedition step in height comparison COMPARATIVE | Google ↗ AI Mode ↗ | The user wants a direct comparison of step-in heights and entry comfort between two of the most popular full-size SUVs. | — | comparison_table | model step height comparison | 1x of 3 | |
how to choose a car for limited mobility and hip problems RELATED | Google ↗ AI Mode ↗ | The user seeks expert advice on ergonomic vehicle features and seating postures for individuals with hip or joint issues. | — | web_article | medical recommendations for mobility is… | 1x of 3 | |
chevy tahoe vs ford expedition step in height comparison COMPARATIVE | Google ↗ AI Mode ↗ | The user wants a side-by-side comparison of entry heights for top full-size American SUVs. | — | comparison_table | model step height comparison | 1x of 3 | |
gmc yukon denali entry and exit accessibility features ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to investigate the specific luxury full-size SUV offering from GMC and its accessibility options. | — | product_spec_sheet | gmc yukon denali accessibility features | 1x of 3 | |
suvs with highest driver seat comfort and adjustable height IMPLICIT | Google ↗ AI Mode ↗ | The user wants to identify vehicles that feature height-adjustable seats and ergonomic entry angles. | — | product_spec_sheet | best full size suvs accessibility | 1x of 3 | |
cadillac escalade running board height options ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to check the specific luxury full-size SUV offering for step-in accessibility. | — | product_spec_sheet | running boards and grab handles | 1x of 3 | |
vehicles recommended by doctors for hip and knee replacement patients PERSONALIZED | Google ↗ AI Mode ↗ | The user wants to find vehicle recommendations specifically tailored for individuals recovering from or managing lower-body joint replacements. | — | review_roundup | medical recommendations for mobility is… | 1x of 3 | |
suvs recommended by physical therapists for bad backs and knees PERSONALIZED | Google ↗ AI Mode ↗ | The user is looking for vehicle recommendations endorsed by medical professionals for patients with musculoskeletal issues. | — | faq_page | medical recommendations for mobility is… | 1x of 3 | |
suv recommended by doctors for hip and back pain patients PERSONALIZED | Google ↗ AI Mode ↗ | The user seeks vehicle recommendations tailored to orthopedic health recommendations. | — | web_article | medical recommendations for mobility is… | 1x of 3 | |
suv ground clearance vs step in height explained REFORMULATION | Google ↗ AI Mode ↗ | The user wants to understand the relationship between a vehicle's ground clearance and how high they actually need to step to get inside. | — | faq_page | step in height measurement charts | 1x of 3 | |
chevrolet tahoe vs ford expedition step in height COMPARATIVE | Google ↗ AI Mode ↗ | The user wants a direct height comparison between the two dominant domestic full-size SUVs on the market. | — | comparison_table | model step height comparison | 1x of 3 | |
suv step in height measurements chart REFORMULATION | Google ↗ AI Mode ↗ | The user wants exact numerical data on how high the steps are into various SUVs. | — | dataset | step in height measurement charts | 1x of 3 | |
aftermarket steps and grab handles for full size suvs RELATED | Google ↗ AI Mode ↗ | The user is exploring modifications that can be added to an existing or new full-size SUV to improve ease of entry. | — | how_to_steps | running boards and grab handles | 1x of 3 | |
aftermarket running boards and step bars for large suvs ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to explore aftermarket accessibility modifications that can be added to standard SUVs. | — | buyers_guide | running boards and grab handles | 1x of 3 | |
suvs with adjustable air suspension for easy entry RELATED | Google ↗ AI Mode ↗ | The user wants to find vehicles that lower themselves to make entry easier. | — | how_to_steps | adjustable air suspension lowering feat… | 1x of 3 | |
toyota sequoia vs jeep wagoneer step in height COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare the entry ergonomics of the Toyota Sequoia and the Jeep Wagoneer. | — | comparison_table | model step height comparison | 1x of 3 | |
full size suvs with lowest floor height REFORMULATION | Google ↗ AI Mode ↗ | The user wants to identify large SUVs engineered with a low cabin floor relative to the ground. | — | product_spec_sheet | suvs with lowest step height | 1x of 3 | |
best full size suvs 2024 seating comfort and ingress REFORMULATION | Google ↗ AI Mode ↗ | The user wants overall comfort and ease of getting in and out of current full-size SUVs. | — | review_roundup | best full size suvs accessibility | 1x of 3 | |
cadillac escalade automatic lowering suspension entry mode ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to know if luxury features like air suspension lowering can make entering a large SUV easier. | — | web_article | adjustable air suspension lowering feat… | 1x of 3 | |
suv vs minivan for easy accessibility and entry COMPARATIVE | Google ↗ AI Mode ↗ | The user is weighing whether an SUV or a minivan is better for ease of entry based on medical advice. | — | comparison_table | adjustable air suspension lowering feat… | 1x of 3 | |
suv entry assist handles and grab bars placement RELATED | Google ↗ AI Mode ↗ | The user is researching interior grab handle layouts that assist with pulling oneself into a tall vehicle. | — | web_article | running boards and grab handles | 1x of 3 | |
best large luxury suvs for easy accessibility ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to see premium luxury full-size SUV options that offer advanced accessibility features and adaptive suspension. | — | review_roundup | best full size suvs accessibility | 1x of 3 | |
gmc yukon denali entry height and power steps ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants specific details on the GMC Yukon's entry aids. | — | product_spec_sheet | gmc yukon denali accessibility features | 1x of 3 | |
suv air suspension lowering feature for easy entry IMPLICIT | Google ↗ AI Mode ↗ | The user is looking for vehicles equipped with air suspension systems that automatically lower when parked. | — | buyers_guide | adjustable air suspension lowering feat… | 1x of 3 | |
how to make getting into a tall suv easier disability modifications IMPLICIT | Google ↗ AI Mode ↗ | The user wants aftermarket solutions or modifications to assist with entering a tall vehicle. | — | faq_page | medical recommendations for mobility is… | 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 | — | 931 / 1,482 | |
| gemini-3.5-flash-lite | 2 | 10 | 10 | — | 931 / 1,336 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 931 / 1,565 |