Real ChatGPT answer · index seedqKG7O4WgaFccompleteInsurance · business insurancecommercial

Which insurance providers give the highest rated professional negligence claim defense for engineering firms while keeping annual premium increases under five percent?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which insurance providers give the highest rated professional negligence claim defense for engineering firms while keeping annual premium increases under five percent?
3 real searches · 1 real-search pass
engineering firms professional liability insurance carriers claims handling ratings CNA Travelers AXA XL Chubb Berkley Victor Schinnerer 2026Google ↗
OBSERVEDOther / navigational
US architects engineers professional liability insurance market rate trends 2025 2026 premium increases underwritingGoogle ↗
OBSERVEDConsequence
engineering professional liability insurance carrier claims defense reputation claims handling reviewsGoogle ↗
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 / navigational33%ComparisonConsequence33%Reason33%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
engineering firms professional liability insurance carriers claims handling ratings CNA Travelers AXA XL Chubb Berkley Victor Schinnerer 2026 Google ↗
US architects engineers professional liability insurance market rate trends 2025 2026 premium increases underwriting Google ↗
engineering professional liability insurance carrier claims defense reputation claims handling reviews Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
engineering firms professional liability insurance carriers claims handling ratings CNA Travelers AXA XL Chubb Berkley Victor Schinnerer 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
US architects engineers professional liability insurance market rate trends 2025 2026 premium increases underwriting
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
engineering professional liability insurance carrier claims defense reputation claims handling reviews
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1