Do advanced driver safety feature packages like automated lane centering actually work well or are they just a gimmicky waste of money?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Do advanced driver safety feature packages like automated lane centering actually work well or are they just a gimmicky waste of money?
3 real searches · 1 real-search pass
IIHS studies lane centering adaptive cruise control driver assistance effectiveness safety automatic emergency braking 2025Google ↗
OBSERVEDConsequence
NHTSA driver assistance systems limitations lane centering adaptive cruise control driver responsibilityGoogle ↗
OBSERVEDReason
AAA testing lane keeping assistance lane centering performance limitations studyGoogle ↗
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). 2 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
IIHS studies lane centering adaptive cruise control driver assistance effectiveness safety automatic emergency braking 2025 Google ↗
NHTSA driver assistance systems limitations lane centering adaptive cruise control driver responsibility Google ↗
AAA testing lane keeping assistance lane centering performance limitations study Google ↗
- Advanced driver assistance · iihs.org
- Rethinking Advanced Driver Assistance System taxonomies: A framework and inventory of real-world safety performance · sciencedirect.com
- A Study on Real-world Effectiveness of Model Year 2015-2023 Advanced Driver Assistance Systems · mitre.org
- Driver Assistance Technologies · nhtsa.gov
- J3240_202312: Passenger Vehicle Lane Departure Warning, Lane Keeping Assistance, and Lane Centering Assistance Systems Test Procedure · saemobilus.sae.org
- Active Driving Assistance: Promising Technology, Lingering Challenges · newsroom.aaa.com
- Partial automation safeguard ratings · iihs.org
- Understanding human factors in advanced driver assistance systems: an evidence review · gov.uk
- Automated Vehicle Safety · nhtsa.gov
- Advanced Driver Assistance Systems and Automated Driving Systems · ntsb.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IIHS studies lane centering adaptive cruise control driver assistance effectiveness safety automatic emergency braking 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
NHTSA driver assistance systems limitations lane centering adaptive cruise control driver responsibility OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
AAA testing lane keeping assistance lane centering performance limitations study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |