Prompt:
Instruction:
You are a careful information extraction system.
Return only valid JSON. Do not include markdown, commentary, or speculative fields.
Preserve source wording for quoted evidence. Use null when a requested value is absent.
Prefer arrays for repeated facts and include a confidence value between 0 and 1.

JSON schema:
{
  "document_type": "string",
  "entities": [
    {
      "name": "string",
      "role": "string",
      "evidence": "string"
    }
  ],
  "dates": [
    {
      "date": "YYYY-MM-DD or string",
      "meaning": "string",
      "evidence": "string"
    }
  ],
  "obligations": [
    {
      "party": "string",
      "action": "string",
      "deadline": "string|null",
      "evidence": "string"
    }
  ],
  "amounts": [
    {
      "value": "string",
      "currency": "string|null",
      "context": "string",
      "evidence": "string"
    }
  ],
  "risks": [
    {
      "risk": "string",
      "severity": "low|medium|high",
      "evidence": "string"
    }
  ],
  "confidence": "number"
}

Few-shot examples:
Example 1 document: Vendor must provide quarterly uptime reports within ten business days after quarter end. Customer may terminate after two uncured material breaches.
Example 1 output: {"document_type":"service agreement","entities":[{"name":"Vendor","role":"service provider","evidence":"Vendor must provide quarterly uptime reports"}],"dates":[{"date":"ten business days after quarter end","meaning":"report deadline","evidence":"within ten business days after quarter end"}],"obligations":[{"party":"Vendor","action":"provide quarterly uptime reports","deadline":"ten business days after quarter end","evidence":"Vendor must provide quarterly uptime reports within ten business days after quarter end"}],"amounts":[],"risks":[{"risk":"termination after repeated uncured breaches","severity":"medium","evidence":"Customer may terminate after two uncured material breaches"}],"confidence":0.92}
Example 2 document: The policy excludes experimental therapy unless approved by the clinical review committee before treatment begins.
Example 2 output: {"document_type":"medical policy","entities":[{"name":"clinical review committee","role":"approver","evidence":"approved by the clinical review committee"}],"dates":[{"date":"before treatment begins","meaning":"approval timing","evidence":"unless approved by the clinical review committee before treatment begins"}],"obligations":[],"amounts":[],"risks":[{"risk":"experimental therapy excluded without prior approval","severity":"high","evidence":"policy excludes experimental therapy unless approved"}],"confidence":0.9}
Records should identify the decision maker, affected business unit, applicable evidence threshold, and any dependency that could change the outcome. The procedure requires a comparison of review, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Records should identify the decision.

Additional extraction policy:
A reviewer should flag inconsistent vendor language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. Section 7.2 states that the operations lead must review access evidence before the implementation date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable access threshold, and any dependency that could change the outcome. The procedure requires a comparison of attestation, historical performance, and current constraints before the final recommendation is submitted. If a material change affects classification, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 17.6 states that the compliance officer must review approval evidence before the renewal date and document the rationale in the official record. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Section 5.8 states that the contract manager must review exception evidence before the submission date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable audit threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent exception language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent access language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. If a material change affects attestation, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The procedure requires a comparison of encryption, historical performance, and current constraints before the final recommendation is submitted. The procedure requires a comparison of incident, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects risk, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects review, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects approval, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. A reviewer should flag inconsistent audit.

Document:
Records should identify the decision maker, affected business unit, applicable asset threshold, and any dependency that could change the outcome. The procedure requires a comparison of cashflow, historical performance, and current constraints before the final recommendation is submitted. A reviewer should flag inconsistent quarter language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. The procedure requires a comparison of expense, historical performance, and current constraints before the final recommendation is submitted. Section 1.5 states that the service owner must review forecast evidence before the renewal date and document the rationale in the official record. Section 2.9 states that the operations lead must review liability evidence before the submission date and document the rationale in the official record. The procedure requires a comparison of segment, historical performance, and current constraints before the final recommendation is submitted. Records should identify the decision maker, affected business unit, applicable currency threshold, and any dependency that could change the outcome. Records should identify the decision maker, affected business unit, applicable cashflow threshold, and any dependency that could.

Task: Extract exceptions and carve-outs.


Prompt:
Instruction:
You are a careful information extraction system.
Return only valid JSON. Do not include markdown, commentary, or speculative fields.
Preserve source wording for quoted evidence. Use null when a requested value is absent.
Prefer arrays for repeated facts and include a confidence value between 0 and 1.

JSON schema:
{
  "document_type": "string",
  "entities": [
    {
      "name": "string",
      "role": "string",
      "evidence": "string"
    }
  ],
  "dates": [
    {
      "date": "YYYY-MM-DD or string",
      "meaning": "string",
      "evidence": "string"
    }
  ],
  "obligations": [
    {
      "party": "string",
      "action": "string",
      "deadline": "string|null",
      "evidence": "string"
    }
  ],
  "amounts": [
    {
      "value": "string",
      "currency": "string|null",
      "context": "string",
      "evidence": "string"
    }
  ],
  "risks": [
    {
      "risk": "string",
      "severity": "low|medium|high",
      "evidence": "string"
    }
  ],
  "confidence": "number"
}

Few-shot examples:
Example 1 document: Vendor must provide quarterly uptime reports within ten business days after quarter end. Customer may terminate after two uncured material breaches.
Example 1 output: {"document_type":"service agreement","entities":[{"name":"Vendor","role":"service provider","evidence":"Vendor must provide quarterly uptime reports"}],"dates":[{"date":"ten business days after quarter end","meaning":"report deadline","evidence":"within ten business days after quarter end"}],"obligations":[{"party":"Vendor","action":"provide quarterly uptime reports","deadline":"ten business days after quarter end","evidence":"Vendor must provide quarterly uptime reports within ten business days after quarter end"}],"amounts":[],"risks":[{"risk":"termination after repeated uncured breaches","severity":"medium","evidence":"Customer may terminate after two uncured material breaches"}],"confidence":0.92}
Example 2 document: The policy excludes experimental therapy unless approved by the clinical review committee before treatment begins.
Example 2 output: {"document_type":"medical policy","entities":[{"name":"clinical review committee","role":"approver","evidence":"approved by the clinical review committee"}],"dates":[{"date":"before treatment begins","meaning":"approval timing","evidence":"unless approved by the clinical review committee before treatment begins"}],"obligations":[],"amounts":[],"risks":[{"risk":"experimental therapy excluded without prior approval","severity":"high","evidence":"policy excludes experimental therapy unless approved"}],"confidence":0.9}
Records should identify the decision maker, affected business unit, applicable evidence threshold, and any dependency that could change the outcome. The procedure requires a comparison of review, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Records should identify the decision.

Additional extraction policy:
A reviewer should flag inconsistent vendor language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. Section 7.2 states that the operations lead must review access evidence before the implementation date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable access threshold, and any dependency that could change the outcome. The procedure requires a comparison of attestation, historical performance, and current constraints before the final recommendation is submitted. If a material change affects classification, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 17.6 states that the compliance officer must review approval evidence before the renewal date and document the rationale in the official record. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Section 5.8 states that the contract manager must review exception evidence before the submission date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable audit threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent exception language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent access language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. If a material change affects attestation, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The procedure requires a comparison of encryption, historical performance, and current constraints before the final recommendation is submitted. The procedure requires a comparison of incident, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects risk, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects review, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects approval, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. A reviewer should flag inconsistent audit.

Document:
Records should identify the decision maker, affected business unit, applicable latency threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent throughput language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable configuration threshold, and any dependency that could change the outcome. The procedure requires a comparison of replica, historical performance, and current constraints before the final recommendation is submitted. Records should identify the decision maker, affected business unit, applicable serializer threshold, and any dependency that could change the outcome. If a material change affects cache, the service owner must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Records should identify the decision maker, affected business unit, applicable cache threshold, and any dependency that could change the outcome. The service owner may rely on cache data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. Section 4.5 states that the operations lead must review worker evidence before the.

Task: Extract risks that require manual review.

All rows share the same extraction instruction, JSON schema, and few-shot prefix; only the short document and query change.


Prompt:
Instruction:
You are a careful information extraction system.
Return only valid JSON. Do not include markdown, commentary, or speculative fields.
Preserve source wording for quoted evidence. Use null when a requested value is absent.
Prefer arrays for repeated facts and include a confidence value between 0 and 1.

JSON schema:
{
  "document_type": "string",
  "entities": [
    {
      "name": "string",
      "role": "string",
      "evidence": "string"
    }
  ],
  "dates": [
    {
      "date": "YYYY-MM-DD or string",
      "meaning": "string",
      "evidence": "string"
    }
  ],
  "obligations": [
    {
      "party": "string",
      "action": "string",
      "deadline": "string|null",
      "evidence": "string"
    }
  ],
  "amounts": [
    {
      "value": "string",
      "currency": "string|null",
      "context": "string",
      "evidence": "string"
    }
  ],
  "risks": [
    {
      "risk": "string",
      "severity": "low|medium|high",
      "evidence": "string"
    }
  ],
  "confidence": "number"
}

Few-shot examples:
Example 1 document: Vendor must provide quarterly uptime reports within ten business days after quarter end. Customer may terminate after two uncured material breaches.
Example 1 output: {"document_type":"service agreement","entities":[{"name":"Vendor","role":"service provider","evidence":"Vendor must provide quarterly uptime reports"}],"dates":[{"date":"ten business days after quarter end","meaning":"report deadline","evidence":"within ten business days after quarter end"}],"obligations":[{"party":"Vendor","action":"provide quarterly uptime reports","deadline":"ten business days after quarter end","evidence":"Vendor must provide quarterly uptime reports within ten business days after quarter end"}],"amounts":[],"risks":[{"risk":"termination after repeated uncured breaches","severity":"medium","evidence":"Customer may terminate after two uncured material breaches"}],"confidence":0.92}
Example 2 document: The policy excludes experimental therapy unless approved by the clinical review committee before treatment begins.
Example 2 output: {"document_type":"medical policy","entities":[{"name":"clinical review committee","role":"approver","evidence":"approved by the clinical review committee"}],"dates":[{"date":"before treatment begins","meaning":"approval timing","evidence":"unless approved by the clinical review committee before treatment begins"}],"obligations":[],"amounts":[],"risks":[{"risk":"experimental therapy excluded without prior approval","severity":"high","evidence":"policy excludes experimental therapy unless approved"}],"confidence":0.9}
Records should identify the decision maker, affected business unit, applicable evidence threshold, and any dependency that could change the outcome. The procedure requires a comparison of review, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Records should identify the decision.

Additional extraction policy:
A reviewer should flag inconsistent vendor language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. Section 7.2 states that the operations lead must review access evidence before the implementation date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable access threshold, and any dependency that could change the outcome. The procedure requires a comparison of attestation, historical performance, and current constraints before the final recommendation is submitted. If a material change affects classification, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 17.6 states that the compliance officer must review approval evidence before the renewal date and document the rationale in the official record. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Section 5.8 states that the contract manager must review exception evidence before the submission date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable audit threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent exception language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent access language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. If a material change affects attestation, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The procedure requires a comparison of encryption, historical performance, and current constraints before the final recommendation is submitted. The procedure requires a comparison of incident, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects risk, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects review, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects approval, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. A reviewer should flag inconsistent audit.

Document:
A reviewer should flag inconsistent retention language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Section 14.5 states that the contract manager must review incident evidence before the implementation date and document the rationale in the official record. If a material change affects vendor, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. A reviewer should flag inconsistent evidence language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable monitoring threshold, and any dependency that could change the outcome. If a material change affects exception, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The review committee may rely on retention data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. If a material change affects access, the service owner must notify stakeholders, update the register, and preserve supporting artifacts for audit review. A reviewer should flag inconsistent.

Task: Extract all obligations.


Prompt:
Instruction:
You are a careful information extraction system.
Return only valid JSON. Do not include markdown, commentary, or speculative fields.
Preserve source wording for quoted evidence. Use null when a requested value is absent.
Prefer arrays for repeated facts and include a confidence value between 0 and 1.

JSON schema:
{
  "document_type": "string",
  "entities": [
    {
      "name": "string",
      "role": "string",
      "evidence": "string"
    }
  ],
  "dates": [
    {
      "date": "YYYY-MM-DD or string",
      "meaning": "string",
      "evidence": "string"
    }
  ],
  "obligations": [
    {
      "party": "string",
      "action": "string",
      "deadline": "string|null",
      "evidence": "string"
    }
  ],
  "amounts": [
    {
      "value": "string",
      "currency": "string|null",
      "context": "string",
      "evidence": "string"
    }
  ],
  "risks": [
    {
      "risk": "string",
      "severity": "low|medium|high",
      "evidence": "string"
    }
  ],
  "confidence": "number"
}

Few-shot examples:
Example 1 document: Vendor must provide quarterly uptime reports within ten business days after quarter end. Customer may terminate after two uncured material breaches.
Example 1 output: {"document_type":"service agreement","entities":[{"name":"Vendor","role":"service provider","evidence":"Vendor must provide quarterly uptime reports"}],"dates":[{"date":"ten business days after quarter end","meaning":"report deadline","evidence":"within ten business days after quarter end"}],"obligations":[{"party":"Vendor","action":"provide quarterly uptime reports","deadline":"ten business days after quarter end","evidence":"Vendor must provide quarterly uptime reports within ten business days after quarter end"}],"amounts":[],"risks":[{"risk":"termination after repeated uncured breaches","severity":"medium","evidence":"Customer may terminate after two uncured material breaches"}],"confidence":0.92}
Example 2 document: The policy excludes experimental therapy unless approved by the clinical review committee before treatment begins.
Example 2 output: {"document_type":"medical policy","entities":[{"name":"clinical review committee","role":"approver","evidence":"approved by the clinical review committee"}],"dates":[{"date":"before treatment begins","meaning":"approval timing","evidence":"unless approved by the clinical review committee before treatment begins"}],"obligations":[],"amounts":[],"risks":[{"risk":"experimental therapy excluded without prior approval","severity":"high","evidence":"policy excludes experimental therapy unless approved"}],"confidence":0.9}
Records should identify the decision maker, affected business unit, applicable evidence threshold, and any dependency that could change the outcome. The procedure requires a comparison of review, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Records should identify the decision.

Additional extraction policy:
A reviewer should flag inconsistent vendor language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. Section 7.2 states that the operations lead must review access evidence before the implementation date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable access threshold, and any dependency that could change the outcome. The procedure requires a comparison of attestation, historical performance, and current constraints before the final recommendation is submitted. If a material change affects classification, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 17.6 states that the compliance officer must review approval evidence before the renewal date and document the rationale in the official record. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Section 5.8 states that the contract manager must review exception evidence before the submission date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable audit threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent exception language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent access language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. If a material change affects attestation, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The procedure requires a comparison of encryption, historical performance, and current constraints before the final recommendation is submitted. The procedure requires a comparison of incident, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects risk, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects review, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects approval, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. A reviewer should flag inconsistent audit.

Document:
Records should identify the decision maker, affected business unit, applicable replication threshold, and any dependency that could change the outcome. If a material change affects baseline, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects ablation, the service owner must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects observation, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 18.8 states that the administrator must review variance evidence before the implementation date and document the rationale in the official record. Section 5.9 states that the administrator must review appendix evidence before the implementation date and document the rationale in the official record. The review committee may rely on experiment data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. The service owner may rely on analysis data when the source is validated, the exception is approved, and the responsible owner confirms.

Task: Extract all dates and deadlines.


Prompt:
Instruction:
You are a careful information extraction system.
Return only valid JSON. Do not include markdown, commentary, or speculative fields.
Preserve source wording for quoted evidence. Use null when a requested value is absent.
Prefer arrays for repeated facts and include a confidence value between 0 and 1.

JSON schema:
{
  "document_type": "string",
  "entities": [
    {
      "name": "string",
      "role": "string",
      "evidence": "string"
    }
  ],
  "dates": [
    {
      "date": "YYYY-MM-DD or string",
      "meaning": "string",
      "evidence": "string"
    }
  ],
  "obligations": [
    {
      "party": "string",
      "action": "string",
      "deadline": "string|null",
      "evidence": "string"
    }
  ],
  "amounts": [
    {
      "value": "string",
      "currency": "string|null",
      "context": "string",
      "evidence": "string"
    }
  ],
  "risks": [
    {
      "risk": "string",
      "severity": "low|medium|high",
      "evidence": "string"
    }
  ],
  "confidence": "number"
}

Few-shot examples:
Example 1 document: Vendor must provide quarterly uptime reports within ten business days after quarter end. Customer may terminate after two uncured material breaches.
Example 1 output: {"document_type":"service agreement","entities":[{"name":"Vendor","role":"service provider","evidence":"Vendor must provide quarterly uptime reports"}],"dates":[{"date":"ten business days after quarter end","meaning":"report deadline","evidence":"within ten business days after quarter end"}],"obligations":[{"party":"Vendor","action":"provide quarterly uptime reports","deadline":"ten business days after quarter end","evidence":"Vendor must provide quarterly uptime reports within ten business days after quarter end"}],"amounts":[],"risks":[{"risk":"termination after repeated uncured breaches","severity":"medium","evidence":"Customer may terminate after two uncured material breaches"}],"confidence":0.92}
Example 2 document: The policy excludes experimental therapy unless approved by the clinical review committee before treatment begins.
Example 2 output: {"document_type":"medical policy","entities":[{"name":"clinical review committee","role":"approver","evidence":"approved by the clinical review committee"}],"dates":[{"date":"before treatment begins","meaning":"approval timing","evidence":"unless approved by the clinical review committee before treatment begins"}],"obligations":[],"amounts":[],"risks":[{"risk":"experimental therapy excluded without prior approval","severity":"high","evidence":"policy excludes experimental therapy unless approved"}],"confidence":0.9}
Records should identify the decision maker, affected business unit, applicable evidence threshold, and any dependency that could change the outcome. The procedure requires a comparison of review, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Records should identify the decision.

Additional extraction policy:
A reviewer should flag inconsistent vendor language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. Section 7.2 states that the operations lead must review access evidence before the implementation date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable access threshold, and any dependency that could change the outcome. The procedure requires a comparison of attestation, historical performance, and current constraints before the final recommendation is submitted. If a material change affects classification, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 17.6 states that the compliance officer must review approval evidence before the renewal date and document the rationale in the official record. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Section 5.8 states that the contract manager must review exception evidence before the submission date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable audit threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent exception language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent access language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. If a material change affects attestation, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The procedure requires a comparison of encryption, historical performance, and current constraints before the final recommendation is submitted. The procedure requires a comparison of incident, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects risk, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects review, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects approval, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. A reviewer should flag inconsistent audit.

Document:
The procedure requires a comparison of remedy, historical performance, and current constraints before the final recommendation is submitted. Section 16.9 states that the administrator must review termination evidence before the submission date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable termination threshold, and any dependency that could change the outcome. If a material change affects indemnity, the contract manager must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The service owner may rely on assignment data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. A reviewer should flag inconsistent notice language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. The procedure requires a comparison of jurisdiction, historical performance, and current constraints before the final recommendation is submitted. If a material change affects indemnity, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. A reviewer should flag inconsistent agreement language, missing approvals, unusual timing,.

Task: Extract all entities.


Prompt:
Instruction:
You are a careful information extraction system.
Return only valid JSON. Do not include markdown, commentary, or speculative fields.
Preserve source wording for quoted evidence. Use null when a requested value is absent.
Prefer arrays for repeated facts and include a confidence value between 0 and 1.

JSON schema:
{
  "document_type": "string",
  "entities": [
    {
      "name": "string",
      "role": "string",
      "evidence": "string"
    }
  ],
  "dates": [
    {
      "date": "YYYY-MM-DD or string",
      "meaning": "string",
      "evidence": "string"
    }
  ],
  "obligations": [
    {
      "party": "string",
      "action": "string",
      "deadline": "string|null",
      "evidence": "string"
    }
  ],
  "amounts": [
    {
      "value": "string",
      "currency": "string|null",
      "context": "string",
      "evidence": "string"
    }
  ],
  "risks": [
    {
      "risk": "string",
      "severity": "low|medium|high",
      "evidence": "string"
    }
  ],
  "confidence": "number"
}

Few-shot examples:
Example 1 document: Vendor must provide quarterly uptime reports within ten business days after quarter end. Customer may terminate after two uncured material breaches.
Example 1 output: {"document_type":"service agreement","entities":[{"name":"Vendor","role":"service provider","evidence":"Vendor must provide quarterly uptime reports"}],"dates":[{"date":"ten business days after quarter end","meaning":"report deadline","evidence":"within ten business days after quarter end"}],"obligations":[{"party":"Vendor","action":"provide quarterly uptime reports","deadline":"ten business days after quarter end","evidence":"Vendor must provide quarterly uptime reports within ten business days after quarter end"}],"amounts":[],"risks":[{"risk":"termination after repeated uncured breaches","severity":"medium","evidence":"Customer may terminate after two uncured material breaches"}],"confidence":0.92}
Example 2 document: The policy excludes experimental therapy unless approved by the clinical review committee before treatment begins.
Example 2 output: {"document_type":"medical policy","entities":[{"name":"clinical review committee","role":"approver","evidence":"approved by the clinical review committee"}],"dates":[{"date":"before treatment begins","meaning":"approval timing","evidence":"unless approved by the clinical review committee before treatment begins"}],"obligations":[],"amounts":[],"risks":[{"risk":"experimental therapy excluded without prior approval","severity":"high","evidence":"policy excludes experimental therapy unless approved"}],"confidence":0.9}
Records should identify the decision maker, affected business unit, applicable evidence threshold, and any dependency that could change the outcome. The procedure requires a comparison of review, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Records should identify the decision.

Additional extraction policy:
A reviewer should flag inconsistent vendor language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. Section 7.2 states that the operations lead must review access evidence before the implementation date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable access threshold, and any dependency that could change the outcome. The procedure requires a comparison of attestation, historical performance, and current constraints before the final recommendation is submitted. If a material change affects classification, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 17.6 states that the compliance officer must review approval evidence before the renewal date and document the rationale in the official record. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Section 5.8 states that the contract manager must review exception evidence before the submission date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable audit threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent exception language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent access language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. If a material change affects attestation, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The procedure requires a comparison of encryption, historical performance, and current constraints before the final recommendation is submitted. The procedure requires a comparison of incident, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects risk, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects review, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects approval, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. A reviewer should flag inconsistent audit.

Document:
A reviewer should flag inconsistent member language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Section 12.6 states that the compliance officer must review member evidence before the implementation date and document the rationale in the official record. A reviewer should flag inconsistent claims language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. If a material change affects network, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The operations lead may rely on member data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. The procedure requires a comparison of clinical, historical performance, and current constraints before the final recommendation is submitted. Records should identify the decision maker, affected business unit, applicable exclusion threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent coverage language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. The procedure requires a comparison of therapy, historical performance, and current constraints.

Task: Extract all monetary amounts.


Prompt:
Instruction:
You are a careful information extraction system.
Return only valid JSON. Do not include markdown, commentary, or speculative fields.
Preserve source wording for quoted evidence. Use null when a requested value is absent.
Prefer arrays for repeated facts and include a confidence value between 0 and 1.

JSON schema:
{
  "document_type": "string",
  "entities": [
    {
      "name": "string",
      "role": "string",
      "evidence": "string"
    }
  ],
  "dates": [
    {
      "date": "YYYY-MM-DD or string",
      "meaning": "string",
      "evidence": "string"
    }
  ],
  "obligations": [
    {
      "party": "string",
      "action": "string",
      "deadline": "string|null",
      "evidence": "string"
    }
  ],
  "amounts": [
    {
      "value": "string",
      "currency": "string|null",
      "context": "string",
      "evidence": "string"
    }
  ],
  "risks": [
    {
      "risk": "string",
      "severity": "low|medium|high",
      "evidence": "string"
    }
  ],
  "confidence": "number"
}

Few-shot examples:
Example 1 document: Vendor must provide quarterly uptime reports within ten business days after quarter end. Customer may terminate after two uncured material breaches.
Example 1 output: {"document_type":"service agreement","entities":[{"name":"Vendor","role":"service provider","evidence":"Vendor must provide quarterly uptime reports"}],"dates":[{"date":"ten business days after quarter end","meaning":"report deadline","evidence":"within ten business days after quarter end"}],"obligations":[{"party":"Vendor","action":"provide quarterly uptime reports","deadline":"ten business days after quarter end","evidence":"Vendor must provide quarterly uptime reports within ten business days after quarter end"}],"amounts":[],"risks":[{"risk":"termination after repeated uncured breaches","severity":"medium","evidence":"Customer may terminate after two uncured material breaches"}],"confidence":0.92}
Example 2 document: The policy excludes experimental therapy unless approved by the clinical review committee before treatment begins.
Example 2 output: {"document_type":"medical policy","entities":[{"name":"clinical review committee","role":"approver","evidence":"approved by the clinical review committee"}],"dates":[{"date":"before treatment begins","meaning":"approval timing","evidence":"unless approved by the clinical review committee before treatment begins"}],"obligations":[],"amounts":[],"risks":[{"risk":"experimental therapy excluded without prior approval","severity":"high","evidence":"policy excludes experimental therapy unless approved"}],"confidence":0.9}
Records should identify the decision maker, affected business unit, applicable evidence threshold, and any dependency that could change the outcome. The procedure requires a comparison of review, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Records should identify the decision.

Additional extraction policy:
A reviewer should flag inconsistent vendor language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. Section 7.2 states that the operations lead must review access evidence before the implementation date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable access threshold, and any dependency that could change the outcome. The procedure requires a comparison of attestation, historical performance, and current constraints before the final recommendation is submitted. If a material change affects classification, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 17.6 states that the compliance officer must review approval evidence before the renewal date and document the rationale in the official record. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Section 5.8 states that the contract manager must review exception evidence before the submission date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable audit threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent exception language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent access language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. If a material change affects attestation, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The procedure requires a comparison of encryption, historical performance, and current constraints before the final recommendation is submitted. The procedure requires a comparison of incident, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects risk, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects review, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects approval, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. A reviewer should flag inconsistent audit.

Document:
If a material change affects portfolio, the contract manager must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The administrator may rely on amortization data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. Section 4.4 states that the compliance officer must review margin evidence before the renewal date and document the rationale in the official record. The review committee may rely on liquidity data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. The administrator may rely on margin data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. If a material change affects forecast, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Records should identify the decision maker, affected business unit, applicable liquidity threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent expense language, missing approvals, unusual timing, and obligations that conflict with the baseline policy..

Task: Extract termination clauses.


Prompt:
Instruction:
You are a careful information extraction system.
Return only valid JSON. Do not include markdown, commentary, or speculative fields.
Preserve source wording for quoted evidence. Use null when a requested value is absent.
Prefer arrays for repeated facts and include a confidence value between 0 and 1.

JSON schema:
{
  "document_type": "string",
  "entities": [
    {
      "name": "string",
      "role": "string",
      "evidence": "string"
    }
  ],
  "dates": [
    {
      "date": "YYYY-MM-DD or string",
      "meaning": "string",
      "evidence": "string"
    }
  ],
  "obligations": [
    {
      "party": "string",
      "action": "string",
      "deadline": "string|null",
      "evidence": "string"
    }
  ],
  "amounts": [
    {
      "value": "string",
      "currency": "string|null",
      "context": "string",
      "evidence": "string"
    }
  ],
  "risks": [
    {
      "risk": "string",
      "severity": "low|medium|high",
      "evidence": "string"
    }
  ],
  "confidence": "number"
}

Few-shot examples:
Example 1 document: Vendor must provide quarterly uptime reports within ten business days after quarter end. Customer may terminate after two uncured material breaches.
Example 1 output: {"document_type":"service agreement","entities":[{"name":"Vendor","role":"service provider","evidence":"Vendor must provide quarterly uptime reports"}],"dates":[{"date":"ten business days after quarter end","meaning":"report deadline","evidence":"within ten business days after quarter end"}],"obligations":[{"party":"Vendor","action":"provide quarterly uptime reports","deadline":"ten business days after quarter end","evidence":"Vendor must provide quarterly uptime reports within ten business days after quarter end"}],"amounts":[],"risks":[{"risk":"termination after repeated uncured breaches","severity":"medium","evidence":"Customer may terminate after two uncured material breaches"}],"confidence":0.92}
Example 2 document: The policy excludes experimental therapy unless approved by the clinical review committee before treatment begins.
Example 2 output: {"document_type":"medical policy","entities":[{"name":"clinical review committee","role":"approver","evidence":"approved by the clinical review committee"}],"dates":[{"date":"before treatment begins","meaning":"approval timing","evidence":"unless approved by the clinical review committee before treatment begins"}],"obligations":[],"amounts":[],"risks":[{"risk":"experimental therapy excluded without prior approval","severity":"high","evidence":"policy excludes experimental therapy unless approved"}],"confidence":0.9}
Records should identify the decision maker, affected business unit, applicable evidence threshold, and any dependency that could change the outcome. The procedure requires a comparison of review, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Records should identify the decision.

Additional extraction policy:
A reviewer should flag inconsistent vendor language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. Section 7.2 states that the operations lead must review access evidence before the implementation date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable access threshold, and any dependency that could change the outcome. The procedure requires a comparison of attestation, historical performance, and current constraints before the final recommendation is submitted. If a material change affects classification, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 17.6 states that the compliance officer must review approval evidence before the renewal date and document the rationale in the official record. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Section 5.8 states that the contract manager must review exception evidence before the submission date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable audit threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent exception language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent access language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. If a material change affects attestation, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The procedure requires a comparison of encryption, historical performance, and current constraints before the final recommendation is submitted. The procedure requires a comparison of incident, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects risk, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects review, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects approval, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. A reviewer should flag inconsistent audit.

Document:
A reviewer should flag inconsistent serializer language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable namespace threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent replica language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable replica threshold, and any dependency that could change the outcome. If a material change affects permission, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Records should identify the decision maker, affected business unit, applicable latency threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent deployment language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. A reviewer should flag inconsistent deployment language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. The procedure requires a comparison of latency, historical performance, and current constraints before the final recommendation is submitted..

Task: Extract jurisdiction-specific requirements.


Prompt:
Instruction:
You are a careful information extraction system.
Return only valid JSON. Do not include markdown, commentary, or speculative fields.
Preserve source wording for quoted evidence. Use null when a requested value is absent.
Prefer arrays for repeated facts and include a confidence value between 0 and 1.

JSON schema:
{
  "document_type": "string",
  "entities": [
    {
      "name": "string",
      "role": "string",
      "evidence": "string"
    }
  ],
  "dates": [
    {
      "date": "YYYY-MM-DD or string",
      "meaning": "string",
      "evidence": "string"
    }
  ],
  "obligations": [
    {
      "party": "string",
      "action": "string",
      "deadline": "string|null",
      "evidence": "string"
    }
  ],
  "amounts": [
    {
      "value": "string",
      "currency": "string|null",
      "context": "string",
      "evidence": "string"
    }
  ],
  "risks": [
    {
      "risk": "string",
      "severity": "low|medium|high",
      "evidence": "string"
    }
  ],
  "confidence": "number"
}

Few-shot examples:
Example 1 document: Vendor must provide quarterly uptime reports within ten business days after quarter end. Customer may terminate after two uncured material breaches.
Example 1 output: {"document_type":"service agreement","entities":[{"name":"Vendor","role":"service provider","evidence":"Vendor must provide quarterly uptime reports"}],"dates":[{"date":"ten business days after quarter end","meaning":"report deadline","evidence":"within ten business days after quarter end"}],"obligations":[{"party":"Vendor","action":"provide quarterly uptime reports","deadline":"ten business days after quarter end","evidence":"Vendor must provide quarterly uptime reports within ten business days after quarter end"}],"amounts":[],"risks":[{"risk":"termination after repeated uncured breaches","severity":"medium","evidence":"Customer may terminate after two uncured material breaches"}],"confidence":0.92}
Example 2 document: The policy excludes experimental therapy unless approved by the clinical review committee before treatment begins.
Example 2 output: {"document_type":"medical policy","entities":[{"name":"clinical review committee","role":"approver","evidence":"approved by the clinical review committee"}],"dates":[{"date":"before treatment begins","meaning":"approval timing","evidence":"unless approved by the clinical review committee before treatment begins"}],"obligations":[],"amounts":[],"risks":[{"risk":"experimental therapy excluded without prior approval","severity":"high","evidence":"policy excludes experimental therapy unless approved"}],"confidence":0.9}
Records should identify the decision maker, affected business unit, applicable evidence threshold, and any dependency that could change the outcome. The procedure requires a comparison of review, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Records should identify the decision.

Additional extraction policy:
A reviewer should flag inconsistent vendor language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. Section 7.2 states that the operations lead must review access evidence before the implementation date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable access threshold, and any dependency that could change the outcome. The procedure requires a comparison of attestation, historical performance, and current constraints before the final recommendation is submitted. If a material change affects classification, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 17.6 states that the compliance officer must review approval evidence before the renewal date and document the rationale in the official record. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Section 5.8 states that the contract manager must review exception evidence before the submission date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable audit threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent exception language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent access language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. If a material change affects attestation, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The procedure requires a comparison of encryption, historical performance, and current constraints before the final recommendation is submitted. The procedure requires a comparison of incident, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects risk, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects review, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects approval, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. A reviewer should flag inconsistent audit.

Document:
Records should identify the decision maker, affected business unit, applicable exception threshold, and any dependency that could change the outcome. If a material change affects access, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 10.5 states that the review committee must review retention evidence before the implementation date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable classification threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent retention language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. If a material change affects attestation, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. A reviewer should flag inconsistent attestation language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. A reviewer should flag inconsistent attestation language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. The service owner may rely on evidence data when the source is.

Task: Extract exceptions and carve-outs.


Prompt:
Instruction:
You are a careful information extraction system.
Return only valid JSON. Do not include markdown, commentary, or speculative fields.
Preserve source wording for quoted evidence. Use null when a requested value is absent.
Prefer arrays for repeated facts and include a confidence value between 0 and 1.

JSON schema:
{
  "document_type": "string",
  "entities": [
    {
      "name": "string",
      "role": "string",
      "evidence": "string"
    }
  ],
  "dates": [
    {
      "date": "YYYY-MM-DD or string",
      "meaning": "string",
      "evidence": "string"
    }
  ],
  "obligations": [
    {
      "party": "string",
      "action": "string",
      "deadline": "string|null",
      "evidence": "string"
    }
  ],
  "amounts": [
    {
      "value": "string",
      "currency": "string|null",
      "context": "string",
      "evidence": "string"
    }
  ],
  "risks": [
    {
      "risk": "string",
      "severity": "low|medium|high",
      "evidence": "string"
    }
  ],
  "confidence": "number"
}

Few-shot examples:
Example 1 document: Vendor must provide quarterly uptime reports within ten business days after quarter end. Customer may terminate after two uncured material breaches.
Example 1 output: {"document_type":"service agreement","entities":[{"name":"Vendor","role":"service provider","evidence":"Vendor must provide quarterly uptime reports"}],"dates":[{"date":"ten business days after quarter end","meaning":"report deadline","evidence":"within ten business days after quarter end"}],"obligations":[{"party":"Vendor","action":"provide quarterly uptime reports","deadline":"ten business days after quarter end","evidence":"Vendor must provide quarterly uptime reports within ten business days after quarter end"}],"amounts":[],"risks":[{"risk":"termination after repeated uncured breaches","severity":"medium","evidence":"Customer may terminate after two uncured material breaches"}],"confidence":0.92}
Example 2 document: The policy excludes experimental therapy unless approved by the clinical review committee before treatment begins.
Example 2 output: {"document_type":"medical policy","entities":[{"name":"clinical review committee","role":"approver","evidence":"approved by the clinical review committee"}],"dates":[{"date":"before treatment begins","meaning":"approval timing","evidence":"unless approved by the clinical review committee before treatment begins"}],"obligations":[],"amounts":[],"risks":[{"risk":"experimental therapy excluded without prior approval","severity":"high","evidence":"policy excludes experimental therapy unless approved"}],"confidence":0.9}
Records should identify the decision maker, affected business unit, applicable evidence threshold, and any dependency that could change the outcome. The procedure requires a comparison of review, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Records should identify the decision.

Additional extraction policy:
A reviewer should flag inconsistent vendor language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. Section 7.2 states that the operations lead must review access evidence before the implementation date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable access threshold, and any dependency that could change the outcome. The procedure requires a comparison of attestation, historical performance, and current constraints before the final recommendation is submitted. If a material change affects classification, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 17.6 states that the compliance officer must review approval evidence before the renewal date and document the rationale in the official record. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Section 5.8 states that the contract manager must review exception evidence before the submission date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable audit threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent exception language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent access language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. If a material change affects attestation, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The procedure requires a comparison of encryption, historical performance, and current constraints before the final recommendation is submitted. The procedure requires a comparison of incident, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects risk, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects review, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects approval, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. A reviewer should flag inconsistent audit.

Document:
Records should identify the decision maker, affected business unit, applicable hypothesis threshold, and any dependency that could change the outcome. Records should identify the decision maker, affected business unit, applicable dataset threshold, and any dependency that could change the outcome. The compliance officer may rely on model data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. The contract manager may rely on model data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. The operations lead may rely on dataset data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. The procedure requires a comparison of baseline, historical performance, and current constraints before the final recommendation is submitted. If a material change affects experiment, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The review committee may rely on dataset data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness..

Task: Extract risks that require manual review.


Prompt:
Instruction:
You are a careful information extraction system.
Return only valid JSON. Do not include markdown, commentary, or speculative fields.
Preserve source wording for quoted evidence. Use null when a requested value is absent.
Prefer arrays for repeated facts and include a confidence value between 0 and 1.

JSON schema:
{
  "document_type": "string",
  "entities": [
    {
      "name": "string",
      "role": "string",
      "evidence": "string"
    }
  ],
  "dates": [
    {
      "date": "YYYY-MM-DD or string",
      "meaning": "string",
      "evidence": "string"
    }
  ],
  "obligations": [
    {
      "party": "string",
      "action": "string",
      "deadline": "string|null",
      "evidence": "string"
    }
  ],
  "amounts": [
    {
      "value": "string",
      "currency": "string|null",
      "context": "string",
      "evidence": "string"
    }
  ],
  "risks": [
    {
      "risk": "string",
      "severity": "low|medium|high",
      "evidence": "string"
    }
  ],
  "confidence": "number"
}

Few-shot examples:
Example 1 document: Vendor must provide quarterly uptime reports within ten business days after quarter end. Customer may terminate after two uncured material breaches.
Example 1 output: {"document_type":"service agreement","entities":[{"name":"Vendor","role":"service provider","evidence":"Vendor must provide quarterly uptime reports"}],"dates":[{"date":"ten business days after quarter end","meaning":"report deadline","evidence":"within ten business days after quarter end"}],"obligations":[{"party":"Vendor","action":"provide quarterly uptime reports","deadline":"ten business days after quarter end","evidence":"Vendor must provide quarterly uptime reports within ten business days after quarter end"}],"amounts":[],"risks":[{"risk":"termination after repeated uncured breaches","severity":"medium","evidence":"Customer may terminate after two uncured material breaches"}],"confidence":0.92}
Example 2 document: The policy excludes experimental therapy unless approved by the clinical review committee before treatment begins.
Example 2 output: {"document_type":"medical policy","entities":[{"name":"clinical review committee","role":"approver","evidence":"approved by the clinical review committee"}],"dates":[{"date":"before treatment begins","meaning":"approval timing","evidence":"unless approved by the clinical review committee before treatment begins"}],"obligations":[],"amounts":[],"risks":[{"risk":"experimental therapy excluded without prior approval","severity":"high","evidence":"policy excludes experimental therapy unless approved"}],"confidence":0.9}
Records should identify the decision maker, affected business unit, applicable evidence threshold, and any dependency that could change the outcome. The procedure requires a comparison of review, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Records should identify the decision.

Additional extraction policy:
A reviewer should flag inconsistent vendor language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. Section 7.2 states that the operations lead must review access evidence before the implementation date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable access threshold, and any dependency that could change the outcome. The procedure requires a comparison of attestation, historical performance, and current constraints before the final recommendation is submitted. If a material change affects classification, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 17.6 states that the compliance officer must review approval evidence before the renewal date and document the rationale in the official record. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Section 5.8 states that the contract manager must review exception evidence before the submission date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable audit threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent exception language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent access language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. If a material change affects attestation, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The procedure requires a comparison of encryption, historical performance, and current constraints before the final recommendation is submitted. The procedure requires a comparison of incident, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects risk, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects review, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects approval, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. A reviewer should flag inconsistent audit.

Document:
Records should identify the decision maker, affected business unit, applicable warranty threshold, and any dependency that could change the outcome. Section 11.1 states that the administrator must review breach evidence before the implementation date and document the rationale in the official record. Section 9.1 states that the compliance officer must review confidential evidence before the renewal date and document the rationale in the official record. The procedure requires a comparison of schedule, historical performance, and current constraints before the final recommendation is submitted. Section 2.6 states that the operations lead must review exhibit evidence before the submission date and document the rationale in the official record. The contract manager may rely on termination data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. Records should identify the decision maker, affected business unit, applicable assignment threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent counterparty language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected.

Task: Extract all obligations.


Prompt:
Instruction:
You are a careful information extraction system.
Return only valid JSON. Do not include markdown, commentary, or speculative fields.
Preserve source wording for quoted evidence. Use null when a requested value is absent.
Prefer arrays for repeated facts and include a confidence value between 0 and 1.

JSON schema:
{
  "document_type": "string",
  "entities": [
    {
      "name": "string",
      "role": "string",
      "evidence": "string"
    }
  ],
  "dates": [
    {
      "date": "YYYY-MM-DD or string",
      "meaning": "string",
      "evidence": "string"
    }
  ],
  "obligations": [
    {
      "party": "string",
      "action": "string",
      "deadline": "string|null",
      "evidence": "string"
    }
  ],
  "amounts": [
    {
      "value": "string",
      "currency": "string|null",
      "context": "string",
      "evidence": "string"
    }
  ],
  "risks": [
    {
      "risk": "string",
      "severity": "low|medium|high",
      "evidence": "string"
    }
  ],
  "confidence": "number"
}

Few-shot examples:
Example 1 document: Vendor must provide quarterly uptime reports within ten business days after quarter end. Customer may terminate after two uncured material breaches.
Example 1 output: {"document_type":"service agreement","entities":[{"name":"Vendor","role":"service provider","evidence":"Vendor must provide quarterly uptime reports"}],"dates":[{"date":"ten business days after quarter end","meaning":"report deadline","evidence":"within ten business days after quarter end"}],"obligations":[{"party":"Vendor","action":"provide quarterly uptime reports","deadline":"ten business days after quarter end","evidence":"Vendor must provide quarterly uptime reports within ten business days after quarter end"}],"amounts":[],"risks":[{"risk":"termination after repeated uncured breaches","severity":"medium","evidence":"Customer may terminate after two uncured material breaches"}],"confidence":0.92}
Example 2 document: The policy excludes experimental therapy unless approved by the clinical review committee before treatment begins.
Example 2 output: {"document_type":"medical policy","entities":[{"name":"clinical review committee","role":"approver","evidence":"approved by the clinical review committee"}],"dates":[{"date":"before treatment begins","meaning":"approval timing","evidence":"unless approved by the clinical review committee before treatment begins"}],"obligations":[],"amounts":[],"risks":[{"risk":"experimental therapy excluded without prior approval","severity":"high","evidence":"policy excludes experimental therapy unless approved"}],"confidence":0.9}
Records should identify the decision maker, affected business unit, applicable evidence threshold, and any dependency that could change the outcome. The procedure requires a comparison of review, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Records should identify the decision.

Additional extraction policy:
A reviewer should flag inconsistent vendor language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. Section 7.2 states that the operations lead must review access evidence before the implementation date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable access threshold, and any dependency that could change the outcome. The procedure requires a comparison of attestation, historical performance, and current constraints before the final recommendation is submitted. If a material change affects classification, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 17.6 states that the compliance officer must review approval evidence before the renewal date and document the rationale in the official record. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Section 5.8 states that the contract manager must review exception evidence before the submission date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable audit threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent exception language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent access language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. If a material change affects attestation, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The procedure requires a comparison of encryption, historical performance, and current constraints before the final recommendation is submitted. The procedure requires a comparison of incident, historical performance, and current constraints before the final recommendation is submitted. If a material change affects monitoring, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects risk, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects review, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects approval, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. A reviewer should flag inconsistent audit.

Document:
The procedure requires a comparison of therapy, historical performance, and current constraints before the final recommendation is submitted. Records should identify the decision maker, affected business unit, applicable therapy threshold, and any dependency that could change the outcome. The procedure requires a comparison of therapy, historical performance, and current constraints before the final recommendation is submitted. Records should identify the decision maker, affected business unit, applicable appeal threshold, and any dependency that could change the outcome. If a material change affects exclusion, the administrator must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 16.7 states that the administrator must review benefit evidence before the escalation date and document the rationale in the official record. A reviewer should flag inconsistent referral language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. The procedure requires a comparison of provider, historical performance, and current constraints before the final recommendation is submitted. Records should identify the decision maker, affected business unit, applicable clinical threshold, and any dependency that could change the outcome..

Task: Extract all dates and deadlines.