Real ChatGPT answer · index seedaNAh2ofWSh8completeCareers and HR · workplace benefitscommercial

What are the typical commuter transit benefit options for someone working in downtown Chicago, and are subway passes cheaper when bought through payroll deduction?

ChatGPTgpt-63 queries11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
What are the typical commuter transit benefit options for someone working in downtown Chicago, and are subway passes cheaper when bought through payroll deduction?
3 real searches · 1 real-search pass
2026 Chicago CTA fares 1-day 7-day 30-day pass prices VentraGoogle ↗
OBSERVEDComparison
2026 IRS monthly qualified transportation fringe benefit limit transit 2026Google ↗
OBSERVEDReason
Chicago employer commuter benefits pre-tax payroll deduction CTA Metra benefitsGoogle ↗
OBSERVEDComparison

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 (3)
Short factOther / navigationalComparison67%ConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
2026 Chicago CTA fares 1-day 7-day 30-day pass prices Ventra Google ↗
2026 IRS monthly qualified transportation fringe benefit limit transit 2026 Google ↗
Chicago employer commuter benefits pre-tax payroll deduction CTA Metra benefits Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Chicago CTA fares 1-day 7-day 30-day pass prices Ventra
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
2026 IRS monthly qualified transportation fringe benefit limit transit 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Chicago employer commuter benefits pre-tax payroll deduction CTA Metra benefits
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1