Real ChatGPT answer · index seedHwX61gTTVegcompleteCareers and HR · workplace benefitscomparison

How do pre tax commuter benefits for bus passes compare to employer parking subsidies when calculating annual transportation costs for older workers

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do pre tax commuter benefits for bus passes compare to employer parking subsidies when calculating annual transportation costs for older workers
1 real search · 1 real-search pass
IRS 2026 qualified transportation fringe benefit monthly limit transit parking 2026 Section 132(f)Google ↗
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 (1)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
IRS 2026 qualified transportation fringe benefit monthly limit transit parking 2026 Section 132(f) Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS 2026 qualified transportation fringe benefit monthly limit transit parking 2026 Section 132(f)
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1