Real ChatGPT answer · index seedhw1nZtdxyZUcompleteInsurance · insurance claimscommercial

Which business insurance companies have the lowest complaint ratios regarding delayed commercial auto and total loss claim settlements this year?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which business insurance companies have the lowest complaint ratios regarding delayed commercial auto and total loss claim settlements this year?
3 real searches · 1 real-search pass
2026 commercial auto insurance complaint index NAIC complaint data insurer commercial auto 2026 delayed claim settlement total lossGoogle ↗
OBSERVEDConsequence
NAIC consumer insurance complaint index commercial auto complaint data 2025 2026 methodology line of insuranceGoogle ↗
OBSERVEDReason
Virginia SCC insurance complaint data commercial auto insurer complaint ratios 2026 claims settlement delayGoogle ↗
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)
Short factOther / navigationalComparisonConsequence33%Reason67%DefinitionInstructionYes / 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
2026 commercial auto insurance complaint index NAIC complaint data insurer commercial auto 2026 delayed claim settlement total loss Google ↗
NAIC consumer insurance complaint index commercial auto complaint data 2025 2026 methodology line of insurance Google ↗
Virginia SCC insurance complaint data commercial auto insurer complaint ratios 2026 claims settlement delay Google ↗
  1. Consumer Complaint Study · insurance.ca.gov
  2. Justified Complaint Regulations · insurance.ca.gov

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 commercial auto insurance complaint index NAIC complaint data insurer commercial auto 2026 delayed claim settlement total loss
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
NAIC consumer insurance complaint index commercial auto complaint data 2025 2026 methodology line of insurance
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Virginia SCC insurance complaint data commercial auto insurer complaint ratios 2026 claims settlement delay
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1