What external databases do insurance carriers rely on most heavily when auditing shop hours for estimating car repair insurance costs in urban markets?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What external databases do insurance carriers rely on most heavily when auditing shop hours for estimating car repair insurance costs in urban markets?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
insurance carriers collision repair estimating databases CCC Mitchell Audatex labor hours labor rate surveys shop audits MOTOR database Google ↗
auto insurance physical damage labor rate surveys collision repair shops database estimating systems urban markets Google ↗
- CIC Estimating Committee overviews recent changes to CCC, Mitchell and Qapter · repairerdrivennews.com
- Parts Intelligence Glossary · help.cccis.com
- CCC official website · cccis.com
- Mitchell official website · mitchell.com
- Solera official website · solera.com
- BODY LABOR OPERATIONS Collision Advice · myiaba.com
- Our Purpose · degweb.org
- Database Enhancement Gateway: DEG · degweb.org
- Know Your Estimating System · degweb.org
- SURVEY UPDATE: 74% OF COLLISION SHOPS USE ALLDATA · www-bs2stg.alldata.com
- Open California Labor Rate Survey Tool · lrstool.insurance.ca.gov
- California Auto Body Repair Shop Resources · insurance.ca.gov
- California Code of Regulations, Article 1, Section 2695.81 - The Standardized Auto Body Repair Labor Rate Survey | California Code of Regulations · regulations.justia.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
insurance carriers collision repair estimating databases CCC Mitchell Audatex labor hours labor rate surveys shop audits MOTOR database OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
auto insurance physical damage labor rate surveys collision repair shops database estimating systems urban markets OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |