Real ChatGPT answer · index seed44scv9qI5Z4completeCareers and HR · workplace benefitscomparison

Is participating in a company stock purchase plan during your final working years smarter than maxing out catch-up traditional 401k contributions?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is participating in a company stock purchase plan during your final working years smarter than maxing out catch-up traditional 401k contributions?
2 real searches · 1 real-search pass
2026 IRS 401(k) contribution limit age 50 catch-up age 60 63 SECURE 2.0 Roth catch-up thresholdGoogle ↗
OBSERVEDConsequence
IRS employee stock purchase plan ESPP tax treatment qualifying disqualifying disposition Section 423Google ↗
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 (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
2026 IRS 401(k) contribution limit age 50 catch-up age 60 63 SECURE 2.0 Roth catch-up threshold Google ↗
IRS employee stock purchase plan ESPP tax treatment qualifying disqualifying disposition Section 423 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 IRS 401(k) contribution limit age 50 catch-up age 60 63 SECURE 2.0 Roth catch-up threshold
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
IRS employee stock purchase plan ESPP tax treatment qualifying disqualifying disposition Section 423
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1