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Prompt Details

Model
Chat - (gpt-6-luna)
Token size
4,036
Example input
[DILIGENCE REQUEST LIST]: | Request ID | Request Description | | ---------- | ------------------------------------------------------------------------------- | | R-101 | Provide the executed lease agreement for the company's principal office. | | R-102 | Provide the company's annual tax returns for fiscal years 2023, 2024, and 2025. | [DOCUMENT INDEX / INVENTORY]: | Document ID | Filename | Description / Metadata | | ----------- | ------------------------------ | -------------------------------------------------------------------------------------- | | D-001 | Executed_Office_Lease.pdf | Executed lease agreement for the principal office; document metadata references R-101. | | D-002 | Insurance_Certificate_2025.pdf | Certificate of insurance for the company, effective in 2025. | | D-003 | Company_Profile.pdf | General company profile. [ADDITIONAL SOURCE INFORMATION]: Response log: - R-101: The executed office lease is listed as provided under document reference D-001. - R-102: No response-status information is available. - No tax return documents or tax-return references appear in the supplied inventory.
Example output
# Diligence Request-to-Document Completeness Review Evidence-grounded reconciliation and follow-up report ## A. Input-Quality and Processability Notes The supplied diligence request list, document inventory, and additional response information are sufficient to perform the requested document-matching review. Input assessment | Review item | Finding | | ------------------------------------ | ---------------------------------------------------------------------------------- | | Diligence request list | Available; two request records supplied. | | Document inventory | Available; three document records supplied. | | Request identifiers and descriptions | Present and sufficiently specific for matching. | | Document identifiers and filenames | Present for all three inventory records. | | Additional source information | Response log provides an explicit reference for R-101. | | Missing or unusable records | No unprocessable request records identified. | | Material source conflicts | None identified from the supplied information. | | Unavailable response information | No response-status information is available for R-102. | | Inventory coverage limitation | No tax return documents or tax-return references appear in the supplied inventory. | Processability determination Both requests are processable because their descriptions identify the requested documents sufficiently for comparison against the available inventory. For R-101, the inventory metadata and response log establish a direct relationship between the request and document D-001. For R-102, the supplied inventory contains no apparent document match or tax-return reference. The request is therefore classified as `UNMATCHED`, rather than `INCOMPLETE`, because the supplied evidence establishes the absence of an apparent match in this inventory but does not establish that a partial response was provided. The inventory limitation must be preserved: the absence of a record from the supplied inventory does not prove that the tax returns do not exist or were not provided through another source. ## B. Request-to-Document Completeness Matrix | REQUEST ID / REFERENCE | REQUEST DESCRIPTION | DOCUMENT MATCH / REFERENCE | MATCH STATUS | EVIDENCE BASIS | GAP / ISSUE | FOLLOW-UP REQUIRED | FOLLOW-UP ITEM | HUMAN REVIEW NOTE | | ---------------------- | ------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------- | ------------ | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------ | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | R-101 | Provide the executed lease agreement for the company's principal office. | D-001 — `Executed_Office_Lease.pdf` | MATCHED | The D-001 inventory description identifies an executed lease agreement for the principal office and states that its metadata references R-101. The response log independently states that the executed office lease is listed as provided under document reference D-001. These records directly support the request-to-document relationship. | None identified from supplied evidence. The actual contents and legal sufficiency of the underlying PDF have not been independently examined. | NO | None identified from supplied evidence. | No specific human legal review issue is identified for document matching. Any assessment of the lease's substantive terms, legal adequacy, or sufficiency remains outside this review. | | R-102 | Provide the company's annual tax returns for fiscal years 2023, 2024, and 2025. | No supported document match identified. No tax-return document or tax-return reference appears in the supplied inventory. | UNMATCHED | The request explicitly identifies three fiscal years: 2023, 2024, and 2025. The supplied inventory contains D-001, `Executed_Office_Lease.pdf`; D-002, `Insurance_Certificate_2025.pdf`; and D-003, `Company_Profile.pdf`. None is described or cross-referenced as a tax return. The additional source information expressly states that no tax return documents or tax-return references appear in the supplied inventory. R-102 has no available response-status information. | No apparent inventory match for any of the three requested fiscal years. The supplied evidence does not establish whether the tax returns were never provided, are held elsewhere, or are absent only from this inventory. The lack of response-status information prevents a conclusion about the status of the request response. | YES | Request the annual tax returns for fiscal years 2023, 2024, and 2025, or obtain the relevant document references and updated response-status information. Reconcile any records located against R-102 and identify the fiscal year covered by each record. | Human review may be needed to assess whether any subsequently located records correspond to the requested fiscal years and adequately address the request. No conclusion about tax compliance or the legal sufficiency of tax records is made. | ### Matrix interpretation - R-101 — MATCHED: The direct metadata cross-reference and response log support the document relationship. This status does not confirm the legal sufficiency or substantive contents of the unseen PDF. - R-102 — UNMATCHED: No relevant document relationship is established in the supplied inventory. Follow-up is necessary to locate the requested records or obtain clarification regarding their availability. - No requests are classified as AMBIGUOUS, INCOMPLETE, or DUPLICATE. The supplied records do not establish the factual conditions required for those classifications. ## C. Aggregate Observations ### C.1 Request and primary-status counts Total supplied request records # 2 Processable requests # 2 Unprocessable requests # 0 Follow-up required: YES # 1 | Primary match status | Count | Request references | | -------------------------- | ----- | ------------------ | | MATCHED | 1 | R-101 | | UNMATCHED | 1 | R-102 | | AMBIGUOUS | 0 | None | | INCOMPLETE | 0 | None | | DUPLICATE | 0 | None | | Total processable requests | 2 | R-101, R-102 | Reconciliation: 1 MATCHED + 1 UNMATCHED + 0 AMBIGUOUS + 0 INCOMPLETE + 0 DUPLICATE = 2 processable requests. ### C.2 Follow-up and exception observations | Observation | Count | Supporting detail | | ----------------------------------------------------- | ------------- | ---------------------------------------------------------------------------------- | | Follow-up required = YES | 1 | R-102 | | Follow-up required = NO | 1 | R-101 | | Unmatched requests | 1 | R-102 | | Ambiguous requests | 0 | No unresolved competing document relationships identified. | | Incomplete responses | 0 established | No explicit partial-response status or documented partial delivery is supplied. | | Duplicate-related issues | 0 identified | No duplicate document entries or duplicated response coverage are evidenced. | | Unprocessable requests | 0 | Both descriptions are sufficiently specific for matching. | | Material inventory limitation | 1 | No tax-return documents or tax-return references appear in the supplied inventory. | | Requests with unavailable response-status information | 1 | R-102 | The count of zero for incomplete responses means that no response has been established as explicitly incomplete by the supplied evidence. It does not mean that all requested documents have been located or that all responses are substantively complete. ### C.3 Material evidence limitations The review is limited to the supplied request descriptions, inventory entries, metadata, and response log. The underlying document contents were not provided for independent examination. Accordingly: 1. The relationship between R-101 and D-001 is supported by the supplied records, but the actual lease contents have not been verified. 2. No document relationship has been established for R-102 within the supplied inventory. 3. The response status for R-102 remains unknown. 4. The existence, location, delivery status, and substantive adequacy of tax returns for fiscal years 2023–2025 have not been established. ## Review Conclusion The supplied evidence supports one matched request and one unmatched request. R-101 has a directly supported document reference, D-001. R-102 requires follow-up to identify the requested tax returns or obtain clarification about their availability. This report records documentary relationships and observed inventory gaps only. It does not establish legal compliance, legal sufficiency, or substantive satisfaction of either diligence request.
GPT

Diligence Document Completeness Reviews

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GPT-6-LUNA
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Compare a due diligence request list with a supplied document index or inventory. Produce a source-traceable completeness matrix using MATCHED, UNMATCHED, AMBIGUOUS, INCOMPLETE, and DUPLICATE; flag evidence gaps, unresolved relationships, follow-up actions, and human-review needs. Designed for post-export reconciliation. A document match does not establish legal compliance or legal sufficiency.
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