What are the current industry benchmarks for workers comp payroll audit adjustments and how can I keep my costs down
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the current industry benchmarks for workers comp payroll audit adjustments and how can I keep my costs down
3 real searches · 1 real-search pass
2026 workers compensation payroll audit payroll inclusion exclusion overtime subcontractors NCCI audit manual guidanceGoogle ↗
OBSERVEDReason
New Jersey workers compensation payroll audit rules overtime deductions subcontractors classification payroll officialGoogle ↗
OBSERVEDReason
workers compensation premium audit common errors payroll audit adjustment benchmark industry percentageGoogle ↗
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 (3)
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 workers compensation payroll audit payroll inclusion exclusion overtime subcontractors NCCI audit manual guidance Google ↗
New Jersey workers compensation payroll audit rules overtime deductions subcontractors classification payroll official Google ↗
workers compensation premium audit common errors payroll audit adjustment benchmark industry percentage Google ↗
- Business perspectives on workers’ compensation adm · adp.com
- Audit Process · adp.com
- Premium Audit | Workers Compensation · travelers.com
- Rule 2 · ncrb.org
- Bulletins And Circulars · njcrib.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 workers compensation payroll audit payroll inclusion exclusion overtime subcontractors NCCI audit manual guidance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
New Jersey workers compensation payroll audit rules overtime deductions subcontractors classification payroll official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
workers compensation premium audit common errors payroll audit adjustment benchmark industry percentage OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |