Real ChatGPT answer · index seedETaKrrdV3NAcompleteInsurance · life insuranceinformational

What are the tax consequences of taking a policy loan versus making a partial withdrawal from cash value?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the tax consequences of taking a policy loan versus making a partial withdrawal from cash value?
2 real searches · 1 real-search pass
IRS life insurance policy loans partial withdrawals non MEC modified endowment contract tax basis lapse outstanding loan publication 525Google ↗
OBSERVEDReason
IRS modified endowment contract distributions loans income first basis section 72(e) life insuranceGoogle ↗
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
IRS life insurance policy loans partial withdrawals non MEC modified endowment contract tax basis lapse outstanding loan publication 525 Google ↗
IRS modified endowment contract distributions loans income first basis section 72(e) life insurance Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS life insurance policy loans partial withdrawals non MEC modified endowment contract tax basis lapse outstanding loan publication 525
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
IRS modified endowment contract distributions loans income first basis section 72(e) life insurance
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1