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 quarter threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent currency language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Section 8.6 states that the operations lead must review quarter evidence before the implementation date and document the rationale in the official record. Section 15.5 states that the review committee must review amortization evidence before the renewal date and document the rationale in the official record. The procedure requires a comparison of segment, historical performance, and current constraints before the final recommendation is submitted. The procedure requires a comparison of currency, historical performance, and current constraints before the final recommendation is submitted. The procedure requires a comparison of portfolio, historical performance, and current constraints before the final recommendation is submitted. The procedure requires a comparison of guidance, historical performance, and current constraints before the final recommendation is submitted. The procedure requires a comparison of portfolio, historical performance, and current constraints before the final recommendation is submitted. The.

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:
Section 2.7 states that the service owner must review namespace evidence before the renewal date and document the rationale in the official record. If a material change affects cache, the administrator must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The contract manager may rely on latency data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. The procedure requires a comparison of serializer, historical performance, and current constraints before the final recommendation is submitted. Section 13.4 states that the compliance officer must review callback evidence before the certification date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable throughput threshold, and any dependency that could change the outcome. Records should identify the decision maker, affected business unit, applicable permission threshold, and any dependency that could change the outcome. Section 5.3 states that the contract manager must review configuration evidence before the reporting date and document the rationale in the official record. A reviewer should flag.

Task: Extract all monetary amounts.

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 procedure requires a comparison of monitoring, historical performance, and current constraints before the final recommendation is submitted. The procedure requires a comparison of audit, historical performance, and current constraints before the final recommendation is submitted. A reviewer should flag inconsistent approval language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Section 2.5 states that the contract manager must review control evidence before the reporting date and document the rationale in the official record. If a material change affects control, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 6.7 states that the contract manager must review approval evidence before the reporting date and document the rationale in the official record. If a material change affects classification, the administrator must notify stakeholders, update the register, and preserve supporting artifacts for audit review. A reviewer should flag inconsistent review language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. The contract manager may rely on vendor data when the source is validated,.

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 metric threshold, and any dependency that could change the outcome. The procedure requires a comparison of experiment, historical performance, and current constraints before the final recommendation is submitted. The procedure requires a comparison of baseline, historical performance, and current constraints before the final recommendation is submitted. If a material change affects metric, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The contract manager may rely on cohort 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 hypothesis threshold, and any dependency that could change the outcome. A reviewer should flag inconsistent variance language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. If a material change affects baseline, the administrator must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 11.2 states that the review committee must review variance evidence before the certification.

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 remedy language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. A reviewer should flag inconsistent agreement language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. A reviewer should flag inconsistent liability language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable breach threshold, and any dependency that could change the outcome. The procedure requires a comparison of warranty, historical performance, and current constraints before the final recommendation is submitted. If a material change affects confidential, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The contract manager may rely on breach data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. If a material change affects exhibit, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The operations lead may rely on schedule data when the source is validated,.

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 therapy language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. If a material change affects screening, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The procedure requires a comparison of exclusion, historical performance, and current constraints before the final recommendation is submitted. Section 3.4 states that the operations lead must review benefit evidence before the certification date and document the rationale in the official record. The contract manager may rely on exclusion data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. Section 12.6 states that the service owner must review claims evidence before the renewal date and document the rationale in the official record. The service owner may rely on provider data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. The contract manager may rely on provider data when the source is validated, the exception is approved, and the responsible owner confirms operational.

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 contract manager may rely on forecast data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. The procedure requires a comparison of quarter, historical performance, and current constraints before the final recommendation is submitted. If a material change affects guidance, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The procedure requires a comparison of forecast, historical performance, and current constraints before the final recommendation is submitted. A reviewer should flag inconsistent liability language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. The procedure requires a comparison of dividend, historical performance, and current constraints before the final recommendation is submitted. Section 8.2 states that the administrator must review impairment evidence before the implementation date and document the rationale in the official record. If a material change affects asset, the review committee must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The compliance officer may rely on amortization data when the source is validated,.

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:
A reviewer should flag inconsistent endpoint language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. A reviewer should flag inconsistent worker language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. The procedure requires a comparison of endpoint, historical performance, and current constraints before the final recommendation is submitted. Records should identify the decision maker, affected business unit, applicable serializer threshold, and any dependency that could change the outcome. The procedure requires a comparison of worker, historical performance, and current constraints before the final recommendation is submitted. A reviewer should flag inconsistent throughput language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. The procedure requires a comparison of serializer, historical performance, and current constraints before the final recommendation is submitted. Records should identify the decision maker, affected business unit, applicable deployment threshold, and any dependency that could change the outcome. The procedure requires a comparison of endpoint, historical performance, and current constraints before the final recommendation is submitted. If a material change affects callback, the.

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:
Section 1.2 states that the operations lead must review policy evidence before the submission date and document the rationale in the official record. Section 7.5 states that the administrator must review risk evidence before the submission date and document the rationale in the official record. A reviewer should flag inconsistent attestation language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. The review committee may rely on vendor data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. A reviewer should flag inconsistent classification language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. A reviewer should flag inconsistent policy language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. Records should identify the decision maker, affected business unit, applicable evidence threshold, and any dependency that could change the outcome. Records should identify the decision maker, affected business unit, applicable encryption threshold, and any dependency that could change the outcome. If a material change affects review, the review committee must.

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 experiment, the service owner must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 11.8 states that the administrator must review observation evidence before the submission date and document the rationale in the official record. Records should identify the decision maker, affected business unit, applicable variance threshold, and any dependency that could change the outcome. If a material change affects analysis, the service owner must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 9.3 states that the administrator must review metric evidence before the renewal date and document the rationale in the official record. The administrator may rely on variance data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. The contract manager may rely on hypothesis data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. The contract manager may rely on baseline data when the source is validated, the exception is approved, and the responsible owner.

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 counterparty threshold, and any dependency that could change the outcome. If a material change affects breach, the compliance officer must notify stakeholders, update the register, and preserve supporting artifacts for audit review. The procedure requires a comparison of schedule, historical performance, and current constraints before the final recommendation is submitted. Records should identify the decision maker, affected business unit, applicable jurisdiction threshold, and any dependency that could change the outcome. The contract manager may rely on schedule data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. A reviewer should flag inconsistent remedy language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. The procedure requires a comparison of liability, historical performance, and current constraints before the final recommendation is submitted. Section 7.3 states that the service owner must review agreement evidence before the submission date and document the rationale in the official record. The administrator may rely on jurisdiction data when the source is validated,.

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:
If a material change affects member, the operations lead must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 10.7 states that the service owner must review benefit evidence before the certification date and document the rationale in the official record. If a material change affects coverage, the administrator must notify stakeholders, update the register, and preserve supporting artifacts for audit review. Section 2.8 states that the operations lead must review benefit evidence before the escalation date and document the rationale in the official record. Section 3.9 states that the service owner must review provider evidence before the implementation date and document the rationale in the official record. The operations lead may rely on dosage data when the source is validated, the exception is approved, and the responsible owner confirms operational readiness. A reviewer should flag inconsistent diagnosis language, missing approvals, unusual timing, and obligations that conflict with the baseline policy. The review committee may rely on provider data when the source is validated, the exception is approved, and the responsible owner.

Task: Extract jurisdiction-specific requirements.