Real ChatGPT answer · index seeda6Bh43uApxscompleteInsurance · disability insurancehowto

Compare the current actuarial value of adding a retirement contribution protection rider versus investing the equivalent premium difference in a Roth IRA.

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

The searches the AI actually ran for this prompt.

SEED QUERY
Compare the current actuarial value of adding a retirement contribution protection rider versus investing the equivalent premium difference in a Roth IRA.
2 real searches · 1 real-search pass
disability insurance retirement protection rider retirement contributions waiver benefit actuarial value probability disability insurance industry data 2026Google ↗
OBSERVEDReason
2026 Roth IRA contribution limit IRS income phase out 2026Google ↗
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 / navigationalComparisonConsequence50%Reason50%DefinitionInstructionYes / 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
disability insurance retirement protection rider retirement contributions waiver benefit actuarial value probability disability insurance industry data 2026 Google ↗
2026 Roth IRA contribution limit IRS income phase out 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
disability insurance retirement protection rider retirement contributions waiver benefit actuarial value probability disability insurance industry data 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
2026 Roth IRA contribution limit IRS income phase out 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1