Real ChatGPT answer · index seednYT3DswCdekcompleteInsurance · business insurancecommercial

Where can I find independent comparison ratings for a Philadelphia Insurance commercial package versus competitors like Hartford or Travelers?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Where can I find independent comparison ratings for a Philadelphia Insurance commercial package versus competitors like Hartford or Travelers?
3 real searches · 1 real-search pass
independent insurance company ratings Philadelphia Insurance Companies PHLY Hartford Travelers AM Best NAIC complaint index commercial insuranceGoogle ↗
OBSERVEDReason
commercial insurance carrier customer satisfaction ratings Hartford Travelers Philadelphia Insurance Companies J.D. Power small commercial insuranceGoogle ↗
OBSERVEDReason
NAIC complaint index commercial insurance company consumer insurance searchGoogle ↗
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 / navigationalComparisonConsequenceReason100%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
independent insurance company ratings Philadelphia Insurance Companies PHLY Hartford Travelers AM Best NAIC complaint index commercial insurance Google ↗
commercial insurance carrier customer satisfaction ratings Hartford Travelers Philadelphia Insurance Companies J.D. Power small commercial insurance Google ↗
NAIC complaint index commercial insurance company consumer insurance search Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
independent insurance company ratings Philadelphia Insurance Companies PHLY Hartford Travelers AM Best NAIC complaint index commercial insurance
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
commercial insurance carrier customer satisfaction ratings Hartford Travelers Philadelphia Insurance Companies J.D. Power small commercial insurance
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
NAIC complaint index commercial insurance company consumer insurance search
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1