Real ChatGPT answer · index seedTrqZKzNd6yAcompleteCareers and HR · workplace benefitscomparison

What changed in commuter transit benefit limits this year that might affect older part time employees who still use the subway and regional rail

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

The searches the AI actually ran for this prompt.

SEED QUERY
What changed in commuter transit benefit limits this year that might affect older part time employees who still use the subway and regional rail
1 real search · 1 real-search pass
IRS 2026 qualified transportation fringe benefit monthly limit transit pass 2026 Revenue ProcedureGoogle ↗
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 pass 2026 Revenue Procedure Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS 2026 qualified transportation fringe benefit monthly limit transit pass 2026 Revenue Procedure
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1