Real ChatGPT answer · index seedU7jT0ydW32AcompleteInsurance · business insurancecomparison

How do current workers comp payroll audit procedures differ between AmTrust and The Hartford for a small consulting firm with part-time retired employees?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do current workers comp payroll audit procedures differ between AmTrust and The Hartford for a small consulting firm with part-time retired employees?
3 real searches · 1 real-search pass
2026 workers compensation premium audit payroll rules part-time employees retired employees consulting firm NCCI remuneration exclusionsGoogle ↗
OBSERVEDReason
AmTrust workers compensation premium audit payroll records audit process officialGoogle ↗
OBSERVEDOther / navigational
The Hartford workers compensation premium audit payroll records audit process officialGoogle ↗
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)
Short factOther / navigational33%ComparisonConsequenceReason67%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 workers compensation premium audit payroll rules part-time employees retired employees consulting firm NCCI remuneration exclusions Google ↗
AmTrust workers compensation premium audit payroll records audit process official Google ↗
The Hartford workers compensation premium audit payroll records audit process official Google ↗
  1. AmTrust Premium Audit and FAQs.pdf · amtrustfinancial.com
  2. Workers’ Compensation Audit · thehartford.com
  3. SERFF Tracking #: NCCI-133617166 · tdi.texas.gov
  4. NCCI_Item_B-1448_Order.docx.pdf · tdi.texas.gov
  5. Rule 2 · ncrb.org

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 workers compensation premium audit payroll rules part-time employees retired employees consulting firm NCCI remuneration exclusions
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
AmTrust workers compensation premium audit payroll records audit process official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
The Hartford workers compensation premium audit payroll records audit process official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1