Real ChatGPT answer · index seedoYcIiHKusBUcompleteAutomotive · car reliability and safetycommercial
How reliable are certified pre-owned Subarus compared to buying brand new when you have two toddlers in car seats?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How reliable are certified pre-owned Subarus compared to buying brand new when you have two toddlers in car seats?
3 real searches · 1 real-search pass
Subaru certified pre-owned warranty 2026 7 year 100000 mile powertrain coverage officialGoogle ↗
OBSERVEDOther / navigational
Subaru Forester Outback Ascent reliability used model years common problems 2022 2023 Consumer ReportsGoogle ↗
OBSERVEDReason
IIHS Subaru Forester Outback Ascent safety ratings 2023 2024 car seat LATCH fitGoogle ↗
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 (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.
Searches and sources
ChatGPT3 real searches · gpt-6
Subaru certified pre-owned warranty 2026 7 year 100000 mile powertrain coverage official Google ↗
Subaru Forester Outback Ascent reliability used model years common problems 2022 2023 Consumer Reports Google ↗
IIHS Subaru Forester Outback Ascent safety ratings 2023 2024 car seat LATCH fit Google ↗
- Who Makes the Most Reliable New Cards · subaru.com
- 2023 Subaru Forester Reliability · consumerreports.org
- 2023 Subaru Outback Reliability · consumerreports.org
- 2022 Subaru Ascent Reliability · consumerreports.org
- 2023 Subaru Forester · iihs.org
- 2023 Subaru Outback · iihs.org
- 2024 Subaru Ascent · iihs.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Subaru certified pre-owned warranty 2026 7 year 100000 mile powertrain coverage official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Subaru Forester Outback Ascent reliability used model years common problems 2022 2023 Consumer Reports OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IIHS Subaru Forester Outback Ascent safety ratings 2023 2024 car seat LATCH fit OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |