Weigh transit pass payroll deductions against parking cash-out programs to see which delivers higher net savings for hybrid commuters.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Weigh transit pass payroll deductions against parking cash-out programs to see which delivers higher net savings for hybrid commuters.
2 real searches · 1 real-search pass
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)
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 qualified transportation fringe monthly limit 2026 transit parking Google ↗
California parking cash-out law employer requirements transit benefits tax treatment 2026 Google ↗
- Publication 15-B (2026), Employer’s Tax Guide to Fringe Benefits · irs.gov
- 26 CFR § 1.132-9 - Qualified transportation fringes. | Electronic Code of Federal Regulations (e-CFR) | US Law · law.cornell.edu
- California's Parking Cash-Out Law · ww2.arb.ca.gov
- Parking Cash-Out: An Informational Guide · ww2.arb.ca.gov
- Microsoft Word · ww2.arb.ca.gov
- 26 U.S. Code § 132 - Certain fringe benefits | U.S. Code | US Law · law.cornell.edu
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 IRS qualified transportation fringe monthly limit 2026 transit parking OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
California parking cash-out law employer requirements transit benefits tax treatment 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |