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production blueprint · legal

Contract clause extraction agent blueprint.

Extract specified clauses and attributes with source locations and confidence for a legal reviewer to verify.

Search intent: AI agent for contract clause extraction

Published by a2a cloudProduct-source methodology →
01 · the contract

Start from a bounded job, not a blank chat box.

trigger

An approved contract set is selected for structured extraction.

owner

qualified legal reviewer

agent stops at

A legal reviewer verifies extracted terms before they enter a system of record or decision.

KPI · increase

verified extraction accuracy (percent). Measure fields accepted by legal review without material correction.

inputs

Evidence the run may read

  • Executed or review contract
  • Approved extraction schema
  • Document version and entity metadata
outputs

Artifacts the run must produce

  • Structured clause table
  • Source-page and text references
  • Low-confidence review queue
02 · topology

Small specialists. Named handoffs. One accountable decision.

Each stage produces an artifact another stage can inspect. The final node is a person, not an autonomous write to an external system.

  1. 01

    intake

    Validate and normalize the contract clause extraction inputs.

  2. 02

    document parser

    Produce the structured clause table.

  3. 03

    clause mapper

    Produce the source-page and text references.

  4. 04

    legal data reviewer

    Challenge the contract clause extraction result and prepare an approval packet.

  5. 05

    qualified legal reviewer

    A legal reviewer verifies extracted terms before they enter a system of record or decision.

intakevalidated input packetdocument-parser
document-parserStructured clause tableclause-mapper
clause-mapperSource-page and text referenceslegal-data-reviewer
legal-data-reviewerapproval packet with evidence referenceshuman-approver
03 · authority

Grant the run only what this case needs.

Source material is read-only. Drafts land in a case-specific output path. Tools may read or propose; the human gate owns the external write.

read

case inputs

workspace/legal/contract-clause-extraction/inputs/**

Read only the evidence attached to this workflow instance.

write-output

case outputs

workspace/legal/contract-clause-extraction/outputs/**

Write drafts and evidence artifacts without modifying source records.

invoke-scoped-tool

approved tools

legal:contract-clause-extraction:read-or-propose

Invoke only tools explicitly granted for this run; external writes remain gated.

required human decision

A legal reviewer verifies extracted terms before they enter a system of record or decision.

Decision owner: qualified legal reviewer.

04 · implementation

A private, bounded starting manifest.

The blueprint starts private, caps its DAG, disables replanning, and exposes no public endpoint. Add only the tools and data adapters this workflow has approved.

a2a.yamlsafe starting point
name: legal-contract-clause-extraction
version: 0.1.0
entrypoint: agent:BlueprintAgent
expose:
  public: false
composition:
  planning: deterministic_dag
  max_nodes: 6
  max_parallel: 1
  max_replans: 0
05 · acceptance test

Pass only with evidence.

  1. 01

    Evidence traceability

    Every material conclusion cites an input artifact or a scoped tool result from this run.

  2. 02

    Every extracted value retains exact source text, location, document version, and confidence.

    Every extracted value retains exact source text, location, document version, and confidence.

  3. 03

    Approval boundary

    The run stops at a proposal and records the human decision before any external side effect.

failure containment

Stop small. Preserve the evidence.

The source is incomplete, unsigned, unreadable, or contains conflicting amendments.

Containment: Return a partial result with unresolved items; do not broaden scope or perform an external write.

Operator: Attach the missing evidence, narrow the brief, or explicitly approve a new scoped run.

A required input or tool grant is unavailable.

Containment: Stop the affected branch and preserve completed artifacts in the case output workspace.

Operator: Grant only the missing resource or continue with that branch marked out of scope.

06 · proof

Sign the run facts. Keep money in the billing ledger.

Current platform receipts sign caller identity or classification, skill, bounded input evidence, verified grant IDs when present, outcome or result preview, and timing. Optional file, tool, artifact, handoff, evaluation, and review fields require separate instrumentation and are not populated by default. Price, fees, payouts, and later human approvals remain separate platform records.

The example uses only fields populated by the current platform sealing paths. It is illustrative, not a record of a real customer run.

ExecutionReceipt · selected fieldsEd25519 token
{
  "receipt_id": "rcpt_01J...",
  "schema_version": 1,
  "agent_name": "legal-contract-clause-extraction",
  "caller": "user:workflow-owner",
  "task_id": "case_contract_clause_extraction",
  "skill_name": "contract_clause_extraction",
  "input_hash": "4d7c...9a2f",
  "grant_ids": [
    "grt_case_inputs",
    "grt_tool_propose"
  ],
  "status": "ok",
  "result_preview": "Output prepared: Structured clause table. Human decision remains separate.",
  "elapsed_ms": 4218
}
put the pattern to work

Start private. Scope the authority. Require the decision.

Deploy the workflow as a bounded internal agent, verify its outputs and the receipt fields actually emitted, then expand only the scopes your acceptance test proves it needs.