Real ChatGPT answer · index seedAIixoagptp4completeInsurance · life insurancecommercial

Which insurance companies provide the most reliable family income protection plans for middle-class families watching every penny?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which insurance companies provide the most reliable family income protection plans for middle-class families watching every penny?
2 real searches · 1 real-search pass
best term life insurance companies 2026 financial strength claims affordability US independent ratingsGoogle ↗
OBSERVEDComparison
best long term disability insurance companies 2026 individual policies financial strength USGoogle ↗
OBSERVEDComparison

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)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT2 real searches · gpt-6
best term life insurance companies 2026 financial strength claims affordability US independent ratings Google ↗
best long term disability insurance companies 2026 individual policies financial strength US Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best term life insurance companies 2026 financial strength claims affordability US independent ratings
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
best long term disability insurance companies 2026 individual policies financial strength US
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1