Prompt Details
Model
Chat - (gpt-6-luna)
Token size
6,708
Example input
[REVIEW_ISSUES]: Case: CLM-SYN-2601 Working Issue ID: ISSUE-001 Review question: What documents and evidence directly or contextually indicate the locations of water damage observed during the inspection on May 12, 2026, and are there any differences between the locations identified in the initial report and those recorded in the inspection findings? Mapping objective: Identify evidence by location, record its sources and references, and show consistencies or differences in information across documents. Do not determine coverage or reach a final claim conclusion.
[CLAIM_DOCUMENTS_AND_EVIDENCE]: All of the following materials are synthetic data for demonstration purposes, not an actual claim file. DOCUMENT A — FIRST NOTICE OF LOSS Document ID: DOC-SYN-01 Report date: May 13, 2026 Reference: Section 2, Reported Damage Content: "The insured reported water damage affecting the loading bay ceiling following heavy rain on 12 May 2026. No other affected areas were specified in the initial report." DOCUMENT B — FIELD INSPECTION REPORT Document ID: DOC-SYN-02 Inspection date: May 12, 2026 Reference: Page 3, Observations Content: "Moisture was observed on the ceiling near the loading bay entrance. Water staining was also observed on the ceiling and upper wall in the east storage area. The extent and origin of the staining were not determined during this inspection." DOCUMENT C — INSPECTION PHOTOGRAPH LOG Document ID: DOC-SYN-03 Photo date: May 12, 2026 Reference: Photo Log, Images 01–03 Image 01: Label: Loading Bay Description: Visible discoloration and dampness on a section of the ceiling. Image 02: Label: East Storage Area Description: Visible staining on the upper wall and ceiling. Image 03: Label: Administrative Office Description: General view of the office interior. The caption does not identify water damage. DOCUMENT D — FACILITY EMAIL Document ID: DOC-SYN-04 Date: May 13, 2026 Reference: Email, Paragraph 2 Content: "During the morning walkthrough, the facility coordinator noticed discoloration near the administrative office doorway. I have not confirmed whether it was caused by water or whether it was related to the reported incident."
[OPTIONAL_SCOPE_AND_REFERENCE_MATERIALS]: Scope: - Review the four provided synthetic documents. - Focus on evidence concerning the locations of damage observed or reported. - Distinguish direct observations, statements in reports, and unconfirmed information. - Do not infer the cause of damage from location alone. - Do not assume that a location not mentioned in the initial report was necessarily undamaged. - Use the provided Document IDs and location references. - No additional policy wording or coverage criteria have been provided. Expected output: A Claim Evidence-to-Issue Mapping Matrix, issue-by-issue summaries, evidence gaps and human follow-up, and a validation report in accordance with the system output contract.
Example output
# Claim Evidence-to-Issue Mapping Report
Case: CLM-SYN-2601 · Issue: ISSUE-001 · Evidence scope: Four synthetic claim documents
## 8.1 Run Status & Scope
## COMPLETE FOR PROVIDED SCOPE
The four supplied synthetic documents have been reviewed for evidence concerning reported or observed water damage locations and differences between the initial report and inspection findings.
Review issue received
Case: CLM-SYN-2601
Working Issue ID: ISSUE-001
Original review question:
“What documents and evidence directly or contextually indicate the locations of water damage observed during the inspection on May 12, 2026, and are there any differences between the locations identified in the initial report and those recorded in the inspection findings?”
Mapping objective: Identify evidence by location, record its sources and references, and show consistencies or differences across documents, without determining coverage or reaching a final claim conclusion.
Scope boundaries
- Documents reviewed: DOC-SYN-01 through DOC-SYN-04, including the identified sections and photo-log images.
- Period of focus: The May 12, 2026 inspection and related records dated May 13, 2026.
- All four documents are described as synthetic demonstration data.
- No policy wording, coverage criteria, or additional claim records were provided.
- Evidence of water damage is distinguished from discoloration whose cause or relationship to the reported incident remains unconfirmed.
Principal finding: The initial report identifies the loading bay ceiling. The inspection report additionally records staining on the ceiling and upper wall in the east storage area. A separate email mentions discoloration near the administrative office doorway, but its timing relative to the May 12 inspection and its connection to water or the reported incident are unconfirmed.
## 8.2 Document Inventory / Coverage
| Document ID | Document name/type | Source reference available | Processing status | Limitation / note |
| ----------- | ------------------------- | -------------------------- | ----------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
| DOC-SYN-01 | First Notice of Loss | Section 2, Reported Damage | REVIEWED | Records the loading bay ceiling as the reported damage location. No other affected areas were specified in the initial report. |
| DOC-SYN-02 | Field Inspection Report | Page 3, Observations | REVIEWED | Records moisture near the loading bay entrance and staining in the east storage area. Extent and origin of staining were not determined. |
| DOC-SYN-03 | Inspection Photograph Log | Photo Log, Images 01–03 | REVIEWED | Images 01 and 02 identify locations with visible damage indicators. Image 03 is a general office view and its caption does not identify water damage. |
| DOC-SYN-04 | Facility Email | Email, Paragraph 2 | REVIEWED | Reports discoloration near the administrative office doorway. Water causation and connection to the incident are unconfirmed; the date of the walkthrough is not specified in the supplied text. |
Coverage note: All documents within the specified four-document scope were reviewed. No other claim-file documents are represented as reviewed or available.
## 8.3 Claim Evidence-to-Issue Mapping Matrix
Evidence IDs EVID-001 through EVID-007 are temporary working identifiers assigned for this mapping; they are not original source identifiers.
| Review Issue ID & exact wording | Evidence ID | Relevant evidence / source statement | Source reference / location | Relevance classification | Relevance rationale | Direction of support | Contradicting / related evidence | Evidence gap / limitation | Information sufficiency / mapping status | Uncertainty / human review note |
| --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ----------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | -------------------------------------- | ------------------------ | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | ---------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| ISSUE-001 — “What documents and evidence directly or contextually indicate the locations of water damage observed during the inspection on May 12, 2026, and are there any differences between the locations identified in the initial report and those recorded in the inspection findings?” | EVID-001 | The insured reported water damage affecting the loading bay ceiling following heavy rain on May 12, 2026. No other affected areas were specified in the initial report. | DOC-SYN-01, Section 2, Reported Damage | DIRECT | Explicitly identifies the location included in the initial report and establishes the baseline for comparison. | SUPPORTS AN ASPECT — supports that the loading bay ceiling was reported as affected. | EVID-002 and EVID-004 provide related inspection evidence for the loading bay. EVID-003 identifies an additional inspection location. | The source does not establish that the loading bay was the only area actually damaged. | TRACEABLE FOR MAPPING | “No other affected areas were specified” describes the report's content; it does not establish that other damage was absent. |
| ISSUE-001 — Original wording preserved above. | EVID-002 | “Moisture was observed on the ceiling near the loading bay entrance.” | DOC-SYN-02, Page 3, Observations | DIRECT | Identifies moisture at the loading bay during the inspection and permits comparison with the initial report's loading bay ceiling location. | SUPPORTS AN ASPECT — supports an observed moisture condition at the loading bay ceiling. | EVID-001 records the same general location in the initial report. EVID-004 provides related photographic evidence. | The report does not establish that the observed moisture was caused by the reported incident. The precise physical area is not further specified. | TRACEABLE FOR MAPPING | The report and initial notice identify generally consistent locations, although exact physical-area equivalence is not established. |
| ISSUE-001 — Original wording preserved above. | EVID-003 | “Water staining was also observed on the ceiling and upper wall in the east storage area.” | DOC-SYN-02, Page 3, Observations | DIRECT | Identifies a second inspection location not specified in the initial report. | SUPPORTS AN ASPECT — supports that the inspection report recorded staining in the east storage area. | EVID-001 does not specify this location. EVID-005 provides related photographic evidence. | The extent and origin of the staining were not determined during the inspection. The record does not establish when the staining first appeared. | TRACEABLE FOR MAPPING | The east storage area is an additional location in the inspection findings relative to the initial report's stated locations. This is a difference in recorded scope, not proof of a direct contradiction. |
| ISSUE-001 — Original wording preserved above. | EVID-004 | Image 01 is labeled “Loading Bay” and describes visible discoloration and dampness on a section of the ceiling. | DOC-SYN-03, Photo Log, Image 01 | DIRECT | Provides photographic evidence associated with the loading bay location identified in the report and inspection findings. | SUPPORTS AN ASPECT — supports the presence of visible discoloration and dampness in the photographed ceiling section. | EVID-001 and EVID-002. | The supplied description does not independently establish the cause, onset time, or relationship of the visible condition to the reported incident. | TRACEABLE FOR MAPPING | The mapping relies on the supplied photo-log description; it does not claim an independent examination of the original image file. |
| ISSUE-001 — Original wording preserved above. | EVID-005 | Image 02 is labeled “East Storage Area” and describes visible staining on the upper wall and ceiling. | DOC-SYN-03, Photo Log, Image 02 | DIRECT | Provides photographic evidence associated with the additional location identified in the field inspection report. | SUPPORTS AN ASPECT — supports the presence of visible staining in the east storage area. | EVID-003. | The supplied description does not determine the cause, extent, onset time, or connection to the reported incident. | TRACEABLE FOR MAPPING | The image description and inspection report identify a consistent general location. The underlying cause remains undetermined in the supplied records. |
| ISSUE-001 — Original wording preserved above. | EVID-006 | Image 03 is labeled “Administrative Office” and described as a general view of the office interior. The caption does not identify water damage. | DOC-SYN-03, Photo Log, Image 03 | CONTEXTUAL | Provides context for the office location mentioned in the facility email but does not itself identify water damage. | INSUFFICIENT TO CLASSIFY — the description neither establishes damage nor establishes its absence. | EVID-007 describes discoloration near the administrative office doorway. | The caption does not confirm that the doorway or the reported discoloration is visible in the image. The image description is not a definitive assessment of the office's condition. | TRACEABLE FOR MAPPING | Do not treat the absence of a damage reference in the caption as proof that no damage existed. |
| ISSUE-001 — Original wording preserved above. | EVID-007 | The facility coordinator noticed discoloration near the administrative office doorway and had not confirmed whether it was caused by water or was related to the reported incident. | DOC-SYN-04, Email, Paragraph 2 | DIRECT | Explicitly identifies another location of discoloration relevant to the broader location inquiry, while preserving uncertainty about the nature and relationship of the condition. | MIXED / CONDITIONAL — supports that discoloration was reported, but the source expressly leaves its water-related nature and incident connection unconfirmed. | EVID-006 provides a related office photograph description but does not confirm damage. | The date of the walkthrough is not stated in the supplied text. Water causation, incident relationship, and equivalence to the May 12 inspection findings remain unconfirmed. | TRACEABLE FOR MAPPING | Do not treat this as confirmed water damage observed during the May 12 inspection without further evidence establishing the timing and nature of the condition. |
### Cross-source comparison
| Location | Initial report — DOC-SYN-01 | Inspection findings — DOC-SYN-02 | Photo log — DOC-SYN-03 | Facility email — DOC-SYN-04 | Comparison result |
| ----------------------------- | --------------------------- | ------------------------------------------------------ | --------------------------------------------------------------- | ----------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Loading bay ceiling | Reported water damage | Moisture observed on ceiling near entrance | Image 01: ceiling discoloration and dampness | No specific reference | Generally consistent location. Exact physical-area equivalence and cause remain unestablished. |
| East storage area | No other area specified | Staining on ceiling and upper wall | Image 02: staining on upper wall and ceiling | No specific reference | Additional location recorded during inspection. Not specified in the initial report. |
| Administrative office doorway | No other area specified | Not identified in the supplied inspection observations | Image 03: general office view; caption does not identify damage | Discoloration reported; water causation and incident relationship unconfirmed | Unconfirmed additional information. The available record does not establish that this condition was water damage observed during the May 12 inspection. |
The initial report's omission of the east storage area is a difference between the records, but the wording does not establish a direct contradiction: the report states that no other areas were specified, rather than affirmatively stating that no other areas were affected.
## 8.4 Issue-Level Summary
Issue ID: ISSUE-001
Primary mapping status: 
TRACEABLE FOR MAPPING
Secondary flags: UNCERTAINTY RETAINED; ADDITIONAL LOCATION RECORDED; CAUSE NOT DETERMINED; TIMING UNCONFIRMED FOR OFFICE DISCOLORATION.
### Evidence identified
The reviewed materials document the following:
1\. Loading bay ceiling: DOC-SYN-01 records the initially reported location. DOC-SYN-02 records moisture on the ceiling near the loading bay entrance, and DOC-SYN-03, Image 01, describes visible discoloration and dampness. These sources are generally consistent in location.
2\. East storage area: DOC-SYN-02 records staining on the ceiling and upper wall. DOC-SYN-03, Image 02, describes staining in the same general location. This location was not specified in the initial report.
3\. Administrative office doorway: DOC-SYN-04 reports discoloration but expressly leaves its water-related nature and connection to the reported incident unconfirmed. DOC-SYN-03, Image 03, does not establish the presence or absence of damage. The email also does not specify when the walkthrough occurred.
### Differences and unresolved matters
- Recorded-location difference: The east storage area appears in the inspection findings but not among the locations specified in the initial report.
- No direct contradiction established: The initial report's limited specification is not equivalent to an affirmative statement that damage was confined to the loading bay.
- Unconfirmed office condition: The available evidence does not establish that the administrative office discoloration was water damage or that it was observed during the May 12 inspection.
- Cause and timing: The supplied records do not determine the origin or extent of the east storage staining, or establish when it first appeared.
### Human review questions
- Can the physical areas documented in the initial report and loading bay inspection be matched more precisely?
- Are there records establishing when the administrative office doorway discoloration was observed and whether it was assessed as water-related?
- Is additional documentation available regarding the origin, extent, or timing of the east storage staining?
These are follow-up questions for evidence review, not claim or coverage determinations.
## 8.5 Evidence Gaps & Human Follow-Up
| Related issue | Gap category | Missing information or clarification | Why it matters to the mapping | Suggested human follow-up |
| ----------------------------------------- | ------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------ | ---------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------ |
| ISSUE-001 — Loading bay | NOT FOUND IN MATERIALS REVIEWED | More precise identification of the physical ceiling area, if available | The records identify the same general location but do not establish exact physical-area equivalence. | Compare available photographs, inspection notes, or location diagrams if supplied. |
| ISSUE-001 — East storage area | NOT FOUND IN MATERIALS REVIEWED | Additional information concerning the onset, extent, and origin of the staining | The inspection report expressly states that extent and origin were not determined. | Review any additional inspection records or supporting evidence that may address these points. |
| ISSUE-001 — Administrative office doorway | SOURCE / TIMING UNCERTAINTY | Date of the walkthrough and any confirmation of whether the discoloration was water-related or associated with the reported incident | The email does not establish that the discoloration was water damage observed on May 12, 2026. | Seek clarification or contemporaneous records identifying the observation date and any subsequent assessment. |
| ISSUE-001 — Comparison of records | SCOPE LIMITATION | Any further claim-file documents beyond the four supplied records | The mapping cannot establish what additional records may contain. | Include additional documents in a later review if they become available; do not presume that such documents exist. |
Priority: No evidence-based urgency or priority criteria were supplied. The follow-ups are listed according to their relevance to resolving the identified mapping uncertainties, not as a claim-handling priority determination.
## 8.6 Validation Report
| Validation check | Status | Validation note |
| ------------------------------------------------------------------------- | ------ | ------------------------------------------------------------------------------------------------------------------------------------- |
| Issue wording preserved | PASS | ISSUE-001 and its original review question are preserved. |
| Every mapped item traceable to a provided source or its limitation marked | PASS | Each evidence item identifies its document and the available section, page, paragraph, or image reference. |
| Relevance rationale present | PASS | Each matrix row explains its relationship to the issue. |
| Direction of support classified or explicitly unclassifiable | PASS | Each row has a direction and a defined proposition or limitation. |
| Contradicting evidence/conflicts not concealed | PASS | The difference between initial reporting and inspection findings is stated without mischaracterizing it as a direct contradiction. |
| Gaps and uncertainty retained | PASS | Cause, timing, extent, and incident relationship uncertainties are identified. |
| Document coverage accurately represented | PASS | The report is limited to the four supplied synthetic documents and their specified references. |
| No unsupported fact or invented source reference detected | PASS | Only supplied source identities, dates, references, and descriptions are used. |
| Human judgment boundary preserved | PASS | No coverage, liability, credibility, or claim outcome determination is made. |
| Privacy minimization considered | PASS | The supplied records contain no need for additional personal information to perform this mapping. |
| Output structure complete | PASS | All six required sections and all eleven mapping columns are included. |
| IDs/references consistent across matrix, summary, and follow-up | PASS | ISSUE-001 and DOC-SYN-01 through DOC-SYN-04 are consistently referenced; EVID-001 through EVID-007 are used as temporary working IDs. |
### Final mapping statement
Within the four-document scope, the evidence is traceable for mapping the loading bay ceiling and east storage area. The principal difference is that the east storage area is documented in the inspection findings but was not specified in the initial report. The administrative office doorway discoloration remains an unconfirmed, separately reported condition whose timing and relationship to the incident have not been established.
This report organizes the available evidence for professional review. It does not determine the cause of damage, coverage, liability, or the claim outcome.
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GPT-6-LUNA
Map human-defined Commercial P&C claim review issues to relevant evidence across supplied claim documents. This prompt organizes source references, supporting and contradicting information, unresolved conflicts, and evidence gaps into a structured matrix, issue summaries, and a validation report. It preserves uncertainty and source traceability while keeping coverage, liability, and claim decisions under human control.
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