Prompt Details
Model
Chat - (gpt-6-luna)
Token size
2,785
Example input
[VALIDATED EXCEPTION MATRIX]: - EX-001 | Missing property values | The submission does not provide current building, business personal property, or business income values for the three scheduled locations. - EX-002 | Missing location values | The Statement of Values includes the three locations but the value fields for Building and Business Personal Property are blank. - EX-003 | Missing business income value | The supplemental property worksheet references business income coverage but no corresponding value is provided.
[SOURCE EVIDENCE]: - "Commercial Property Application — Synthetic" — Section 5, Property Values: no values entered for Building, Business Personal Property, or Business Income. - "Statement of Values — Synthetic" — Locations 1–3: Building Value and Business Personal Property Value fields are blank. - "Property Supplemental Worksheet — Synthetic" — Business Income section references coverage but contains no submitted value.
[ADDITIONAL VERIFIED CONTEXT]: The three documents relate to the same three scheduled locations and were provided as part of the same submission package.
Example output
# SUBMISSION EXCEPTION TO BROKER CLARIFICATION BUILDER
DRAFT — HUMAN REVIEW REQUIRED
Commercial & Specialty P&C Underwriting · Submission clarification preparation
## CLARIFICATION GROUP 1 — Property Values by Scheduled Location
### CLARIFICATION NEED 1 — Building and Business Personal Property Values
EXCEPTION REFERENCE
- EX-001 — Missing property values
- EX-002 — Missing location values
SOURCE EVIDENCE
- Commercial Property Application — Synthetic, Section 5, Property Values: no values entered for Building, Business Personal Property, or Business Income.
- Statement of Values — Synthetic, Locations 1–3: Building Value and Business Personal Property Value fields are blank.
ISSUE
The validated exceptions identify missing current Building and Business Personal Property values for the three scheduled locations. The application contains no values for these categories, and the Statement of Values has blank Building Value and Business Personal Property Value fields for Locations 1–3.
CLARIFICATION NEEDED
Obtain the current Building Value and Business Personal Property Value for each of the three scheduled locations.
BROKER CLARIFICATION REQUEST
Hello,
For the three scheduled locations, could you please provide the current **Building Value** and **Business Personal Property Value** for each location?
The corresponding fields are blank in the submitted Statement of Values, and no values are entered for these categories in Section 5 of the Commercial Property Application.
Thank you.
REVIEW FLAG
HUMAN REVIEW REQUIRED — Draft clarification wording requires qualified human approval before broker communication. No specific exception/evidence mismatch is identified from the supplied inputs.
SOURCE TRACEABILITY
`Clarification Request 1 → EX-001, EX-002 → Commercial Property Application — Synthetic, Section 5, Property Values; Statement of Values — Synthetic, Locations 1–3`
### CLARIFICATION NEED 2 — Business Income Values
EXCEPTION REFERENCE
- EX-001 — Missing property values
- EX-003 — Missing business income value
SOURCE EVIDENCE
- Commercial Property Application — Synthetic, Section 5, Property Values: no values entered for Building, Business Personal Property, or Business Income.
- Property Supplemental Worksheet — Synthetic, Business Income section: coverage is referenced, but no submitted value is provided.
ISSUE
The validated exceptions identify missing Business Income values for the three scheduled locations. The application contains no Business Income value, and the supplemental worksheet references Business Income coverage without providing a corresponding value.
CLARIFICATION NEEDED
Obtain the current Business Income value or values applicable to the three scheduled locations, consistent with the submitted coverage information.
BROKER CLARIFICATION REQUEST
Hello,
The submitted documents reference Business Income coverage but do not include a corresponding Business Income value.
Could you please provide the current Business Income value or values applicable to the three scheduled locations?
Thank you.
REVIEW FLAG
HUMAN REVIEW REQUIRED — Draft clarification wording requires qualified human approval before broker communication. The supplied evidence supports the identified information gap; the specific reporting basis for Business Income values is not established in the supplied materials.
SOURCE TRACEABILITY
`Clarification Request 2 → EX-001, EX-003 → Commercial Property Application — Synthetic, Section 5, Property Values; Property Supplemental Worksheet — Synthetic, Business Income section`
## Output Validation
| Validation check | Result | Basis |
| ---------------------------------------- | ------ | ---------------------------------------------------------------------------------------------------------------------- |
| All validated exceptions preserved | PASS | EX-001, EX-002, and EX-003 are retained in the traceability mappings. |
| Duplicate information needs consolidated | PASS | EX-001 is linked to both requests without repeating the same Building/BPP request or the same Business Income request. |
| Distinct information needs separated | PASS | Building/BPP values and Business Income values remain separate clarification units. |
| Source evidence traceable | PASS | Each request identifies its supporting documents and supplied sections or locations. |
| Missing information invented | PASS | No values or unsupported facts have been supplied. |
| Exception status overridden | PASS | No exception has been marked resolved, withdrawn, or invalid. |
| Unsupported conflict reconciled | PASS | No source conflict is resolved or implied. |
| Underwriting decision introduced | PASS | The output requests information only and makes no underwriting determination. |
| Human review retained | PASS | Both requests remain drafts requiring approval before broker communication. |
Final output status: `DRAFT — HUMAN REVIEW REQUIRED BEFORE BROKER COMMUNICATION`
Result: Three validated exceptions have been preserved and mapped to two distinct clarification requests. EX-001 is linked to both requests because it covers multiple missing property-value categories; EX-002 and EX-003 provide the more specific supporting exception references for each category.
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GPT-6-LUNA
An AI prompt designed to convert "validated submission exceptions" into specific, grouped, non-duplicate, and evidence-based clarification requests. It is tailored for post-QA clarification preparation within Commercial & Specialty P&C Underwriting, incorporating source traceability, conflict handling, scope control, and human review prior to broker communication.
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