Real ChatGPT answer · index seedpxEjTqxW9HocompleteInsurance · disability insurancecomparison

Why do actuaries use such high multipliers when calculating monthly benefit payout amounts for individuals who are self-employed consultants?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Why do actuaries use such high multipliers when calculating monthly benefit payout amounts for individuals who are self-employed consultants?
2 real searches · 1 real-search pass
actuarial calculation monthly disability benefit self-employed consultant income multiplier financial underwritingGoogle ↗
OBSERVEDConsequence
self-employed consultant disability insurance benefit calculation net income monthly benefit income replacementGoogle ↗
OBSERVEDConsequence

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 / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / no

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
actuarial calculation monthly disability benefit self-employed consultant income multiplier financial underwriting Google ↗
self-employed consultant disability insurance benefit calculation net income monthly benefit income replacement Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
actuarial calculation monthly disability benefit self-employed consultant income multiplier financial underwriting
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
self-employed consultant disability insurance benefit calculation net income monthly benefit income replacement
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1