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:
Section 5.8 states that the review committee must review benefit evidence before the escalation date and document the rationale in the official record. If a material change affects protocol, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Records should identify the decision maker, affected business unit, applicable coverage threshold, and any dependency that could change the outcome. The contract manager may rely on dosage data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. Section 11.9 states that the compliance officer must review member evidence before the submission date and document the rationale in the official record. If a material change affects therapy, the contract manager must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The operations lead may rely on screening 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 therapy threshold, and any dependency that could change.

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:
A reviewer should flag inconsistent forecast language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Section 11.6 states that the administrator must review impairment evidence before the certification date and document the rationale in the official record. A reviewer should flag inconsistent currency language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Section 2.3 states that the operations lead must review cashflow evidence before the certification date and document the rationale in the official record. If a material change affects margin, the service owner must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The compliance officer may rely on expense 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 portfolio threshold, and any dependency that could change the outcome. The administrator may rely on impairment data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. Section 16.1 states that.

Task: Extract all entities.

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:
The contract manager may rely on timeout data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. Section 5.2 states that the service owner must review configuration evidence before the certification date and document the rationale in the official record. If a material change affects runtime, 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 timeout threshold, and any dependency that could change the outcome. Records should identify the decision maker, affected business unit, applicable worker threshold, and any dependency that could change the outcome. Section 14.5 states that the operations lead must review serializer evidence before the certification date and document the rationale in the official record. The operations lead may rely on callback data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. Section 5.8 states that the contract manager must review latency evidence before the certification date and document the rationale in.

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:
Records should identify the decision maker, affected business unit, applicable approval threshold, and any dependency that could change the outcome. The procedure requires a comparison of policy, historical performance, and current constraints before the final recommendation is submitted. Records should identify the decision maker, affected business unit, applicable monitoring 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. Section 10.5 states that the compliance officer must review attestation evidence before the submission 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. A reviewer should flag inconsistent monitoring language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. If a material change affects access, the service owner must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The procedure requires a comparison of incident, historical performance, and current constraints before the final recommendation.

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 metric language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. If a material change affects cohort, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. A reviewer should flag inconsistent cohort language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable baseline threshold, and any dependency that could change the outcome. The compliance officer may rely on experiment 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 appendix threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent finding language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Section 1.6 states that the review committee must review ablation evidence before the escalation date and document the rationale in the official record. A reviewer should flag inconsistent hypothesis language, missing approvals, unusual.

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:
A reviewer should flag inconsistent jurisdiction language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. If a material change affects breach, the administrator must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects counterparty, the contract manager must notify stakeholders, update the register, and preserve supporting artifacts for audit review. If a material change affects indemnity, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The procedure requires a comparison of termination, historical performance, and current constraints before the final recommendation is submitted. 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 business unit, applicable exhibit threshold, and any dependency that could change the outcome. The contract manager may rely on breach data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. Section 6.8 states that the administrator must review termination evidence before.

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:
A reviewer should flag inconsistent exclusion language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. A reviewer should flag inconsistent benefit language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable referral threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent clinical language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. The contract manager may rely on provider data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. Section 12.1 states that the service owner must review member evidence before the reporting date and document the rationale in the official record. Section 18.2 states that the review committee must review therapy evidence before the submission date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable screening threshold, and any dependency that could change the outcome. Section 12.4 states that the service owner must review.

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:
The procedure requires a comparison of impairment, historical performance, and current constraints before the final recommendation is submitted. Records should identify the decision maker, affected business unit, applicable margin threshold, and any dependency that could change the outcome. Records should identify the decision maker, affected business unit, applicable revenue threshold, and any dependency that could change the outcome. Records should identify the decision maker, affected business unit, applicable expense threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent asset language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Section 18.5 states that the service owner must review margin evidence before the renewal date and document the rationale in the official record. The contract manager may rely on dividend data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. A reviewer should flag inconsistent margin language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable forecast threshold, and.

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:
If a material change affects timeout, the administrator must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The procedure requires a comparison of namespace, historical performance, and current constraints before the final recommendation is submitted. Section 8.8 states that the administrator must review migration evidence before the renewal date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable deployment threshold, and any dependency that could change the outcome. Section 6.4 states that the administrator must review throughput evidence before the renewal date and document the rationale in the official record. The compliance officer may rely on permission data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. Section 7.5 states that the contract manager must review endpoint evidence before the submission date and document the rationale in the official record. If a material change affects worker, the service owner must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The compliance officer may.

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:
A reviewer should flag inconsistent audit language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. The service owner may rely on retention data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. Section 7.4 states that the administrator must review policy evidence before the certification date and document the rationale in the official record. A reviewer should flag inconsistent policy language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. The procedure requires a comparison of retention, historical performance, and current constraints before the final recommendation is submitted. Section 6.6 states that the operations lead must review attestation evidence before the reporting date and document the rationale in the official record. The service owner may rely on review data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. The compliance officer may rely on vendor data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. A reviewer should.

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:
If a material change affects hypothesis, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The procedure requires a comparison of dataset, historical performance, and current constraints before the final recommendation is submitted. Section 17.5 states that the compliance officer must review ablation evidence before the reporting date and document the rationale in the official record. Section 6.3 states that the administrator must review methodology evidence before the escalation date and document the rationale in the official record. If a material change affects baseline, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The compliance officer may rely on cohort data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. Section 12.5 states that the contract manager must review dataset evidence before the renewal date and document the rationale in the official record. If a material change affects hypothesis, the service owner must notify stakeholders, update the register, and preserve supporting artifacts for audit review..

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:
The contract manager may rely on confidential data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. The operations lead may rely on counterparty data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. If a material change affects obligation, the contract manager must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 8.8 states that the compliance officer must review notice evidence before the submission date and document the rationale in the official record. If a material change affects warranty, the administrator must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Records should identify the decision maker, affected business unit, applicable confidential threshold, and any dependency that could change the outcome. Records should identify the decision maker, affected business unit, applicable agreement threshold, and any dependency that could change the outcome. If a material change affects counterparty, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review..

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:
Records should identify the decision maker, affected business unit, applicable member threshold, and any dependency that could change the outcome. Section 17.2 states that the compliance officer must review provider evidence before the implementation date and document the rationale in the official record. If a material change affects authorization, the contract manager must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 3.3 states that the review committee must review referral evidence before the escalation date and document the rationale in the official record. The procedure requires a comparison of dosage, historical performance, and current constraints before the final recommendation is submitted. The compliance officer may rely on screening data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. If a material change affects dosage, the service owner must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 5.6 states that the compliance officer must review provider evidence before the certification date and document the rationale in the official record. If.

Task: Extract jurisdiction-specific requirements.