How do commuter transit benefit options work for a remote-first tech startup with employees scattered across three different states?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do commuter transit benefit options work for a remote-first tech startup with employees scattered across three different states?
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 benefit monthly limit transit vanpool parking IRS 2026 Google ↗
IRS Publication 15-B 2026 qualified transportation fringe benefits employer deduction payroll tax state commuter benefit laws remote employees Google ↗
- Publication 15-B (2026), Employer’s Tax Guide to Fringe Benefits · irs.gov
- . Part III Administrative, Procedural, · eitc.irs.gov
- Qualified parking fringe benefit · irs.gov
- Commuter Tax Benefits · njtransit.com
- Commuter Benefits FAQs · nyc.gov
- Commuter Benefits Program · mtc.ca.gov
- Program Options & Updates · 511.org
- Official website · healthequity.com
- Official website · naviabenefits.com
- Official website · benefitresource.com
- 2026 Publication 15-B · irs.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 IRS qualified transportation fringe benefit monthly limit transit vanpool parking IRS 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IRS Publication 15-B 2026 qualified transportation fringe benefits employer deduction payroll tax state commuter benefit laws remote employees OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |