Real ChatGPT answer · index seedAPQGcKFRbGYcompleteAutomotive · new carscommercial

can you compare the honda cr v reliability ratings with its main competitors to see which one will cost less in maintenance over five years of ownership

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
can you compare the honda cr v reliability ratings with its main competitors to see which one will cost less in maintenance over five years of ownership
3 real searches · 1 real-search pass
Honda CR-V reliability rating Toyota RAV4 Mazda CX-5 Subaru Forester Hyundai Tucson Nissan Rogue reliability Consumer Reports 2025Google ↗
OBSERVEDComparison
five year maintenance costs Honda CR-V Toyota RAV4 Mazda CX-5 Subaru Forester Hyundai Tucson Nissan Rogue maintenance cost CarEdgeGoogle ↗
OBSERVEDComparison
RepairPal annual repair cost Honda CR-V Toyota RAV4 Mazda CX-5 Subaru Forester Hyundai Tucson Nissan RogueGoogle ↗
OBSERVEDComparison

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)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

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.

Searches and sources

ChatGPT3 real searches · gpt-6
Honda CR-V reliability rating Toyota RAV4 Mazda CX-5 Subaru Forester Hyundai Tucson Nissan Rogue reliability Consumer Reports 2025 Google ↗
five year maintenance costs Honda CR-V Toyota RAV4 Mazda CX-5 Subaru Forester Hyundai Tucson Nissan Rogue maintenance cost CarEdge Google ↗
RepairPal annual repair cost Honda CR-V Toyota RAV4 Mazda CX-5 Subaru Forester Hyundai Tucson Nissan Rogue Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Honda CR-V reliability rating Toyota RAV4 Mazda CX-5 Subaru Forester Hyundai Tucson Nissan Rogue reliability Consumer Reports 2025
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
five year maintenance costs Honda CR-V Toyota RAV4 Mazda CX-5 Subaru Forester Hyundai Tucson Nissan Rogue maintenance cost CarEdge
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
RepairPal annual repair cost Honda CR-V Toyota RAV4 Mazda CX-5 Subaru Forester Hyundai Tucson Nissan Rogue
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1