Real ChatGPT answer · index seedncDFTgmwHFocompleteAutomotive · car reliability and safetycomparison

Which safest midsize SUV for teens has the lowest total cost of ownership including gas mileage and repair frequencies over five years?

ChatGPTgpt-66 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which safest midsize SUV for teens has the lowest total cost of ownership including gas mileage and repair frequencies over five years?
6 real searches · 1 real-search pass
2026 safest midsize SUVs lowest five-year cost of ownership fuel maintenance repair frequency Toyota Highlander Hybrid Honda Pilot Subaru Outback IIHS Consumer ReportsGoogle ↗
OBSERVEDComparison
2026 midsize SUV five year cost to own fuel maintenance repair costs Highlander Hybrid CR-V? midsize SUV comparison IIHS teen drivers safetyGoogle ↗
OBSERVEDComparison
IIHS 2025 2026 midsize SUV safety ratings Toyota Highlander Subaru Outback Honda Passport Hyundai Santa Fe Top Safety PickGoogle ↗
OBSERVEDComparison
Toyota Highlander Hybrid 5 year cost to own fuel economy repairpal annual repair cost reliability 2025 2026Google ↗
OBSERVEDComparison
Subaru Outback Honda Passport Hyundai Santa Fe Hybrid repair frequency annual repair cost fuel economy 5 year ownership costGoogle ↗
OBSERVEDReason
NHTSA teen driver safest vehicle midsize SUV recommendations used new safety featuresGoogle ↗
OBSERVEDReason

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 (6)
Short factOther / navigationalComparison67%ConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 6 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT6 real searches · gpt-6
2026 safest midsize SUVs lowest five-year cost of ownership fuel maintenance repair frequency Toyota Highlander Hybrid Honda Pilot Subaru Outback IIHS Consumer Reports Google ↗
2026 midsize SUV five year cost to own fuel maintenance repair costs Highlander Hybrid CR-V? midsize SUV comparison IIHS teen drivers safety Google ↗
IIHS 2025 2026 midsize SUV safety ratings Toyota Highlander Subaru Outback Honda Passport Hyundai Santa Fe Top Safety Pick Google ↗
Toyota Highlander Hybrid 5 year cost to own fuel economy repairpal annual repair cost reliability 2025 2026 Google ↗
Subaru Outback Honda Passport Hyundai Santa Fe Hybrid repair frequency annual repair cost fuel economy 5 year ownership cost Google ↗
NHTSA teen driver safest vehicle midsize SUV recommendations used new safety features Google ↗

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
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +

Queries

6 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 safest midsize SUVs lowest five-year cost of ownership fuel maintenance repair frequency Toyota Highlander Hybrid Honda Pilot Subaru Outback IIHS Consumer Reports
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
2026 midsize SUV five year cost to own fuel maintenance repair costs Highlander Hybrid CR-V? midsize SUV comparison IIHS teen drivers safety
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
IIHS 2025 2026 midsize SUV safety ratings Toyota Highlander Subaru Outback Honda Passport Hyundai Santa Fe Top Safety Pick
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Toyota Highlander Hybrid 5 year cost to own fuel economy repairpal annual repair cost reliability 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Subaru Outback Honda Passport Hyundai Santa Fe Hybrid repair frequency annual repair cost fuel economy 5 year ownership cost
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
NHTSA teen driver safest vehicle midsize SUV recommendations used new safety features
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1