My Nissan Frontier rides way too stiff on rough roads and I am looking for beginner friendly suspension upgrade options that won't ruin my budget.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My Nissan Frontier rides way too stiff on rough roads and I am looking for beginner friendly suspension upgrade options that won't ruin my budget.
1 real search · 1 real-search pass
Nissan Frontier ride comfort suspension shock options model year fitment KYB Excel-G Bilstein 4600 leaf springsGoogle ↗
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 (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.
Searches and sources
ChatGPT1 real searches · gpt-6
Nissan Frontier ride comfort suspension shock options model year fitment KYB Excel-G Bilstein 4600 leaf springs Google ↗
- View product · shockwarehouse.com
- View product · shocksurplus.com
- A Guide to Replacing and Upgrading Your 2006-2025 Nissan Frontier Shocks · go-parts.com
- Choosing Shocks for Your 2005-2019 Nissan Frontier · shocksurplus.com
- KYB 341467 Excel-G Shock · shocksurplus.com