Agent Legal Desk

Agent legal desk

Most contract pain is not interpretation but administration: nobody knows what was agreed, when it renews, or which clauses are unusual. Agents are strong at extraction and comparison against a known standard and must never be trusted with the judgement call, which is why this desk ends at a lawyer rather than at a decision.

Team

• Extractor: pulls parties, term, renewal, payment, liability, termination, and data terms into a structured summary.
• Deviation checker: compares each clause against your standard position and flags every difference.
• Obligation tracker: records what the agreement commits you to do and by when.

Shape: a per-document pipeline ending in a review pack for counsel, plus a standing obligations register.

Method

1. Write your standard positions down. Acceptable liability cap, notice period, payment terms, and data handling. Without a baseline the checker has nothing to deviate from and flags noise.
2. Extract into a fixed schema. The same fields every time, with a not-found marker rather than an inference. Missing terms matter as much as present ones.
3. Flag deviations with the exact text. Quote the clause, state the standard position, and describe the gap plainly. Never characterise the legal effect, which is counsel's call.
4. Route by risk, not by volume. Routine agreements matching standard positions go to a light review; anything touching liability, indemnity, IP, or personal data goes to a lawyer regardless of size (see vendor-data-processing).
5. Track obligations after signature. Renewal and notice dates, deliverables, and reporting duties belong in a register with alerts, because the expensive failures are missed dates, not bad clauses.
6. Keep an auditable trail. Which version was reviewed, what was flagged, who approved, and when.
7. Re-check the register on change. Renegotiations and amendments supersede terms, and a stale register is worse than none.

Run it

In Claude Code, run the extractor and checker over a document directory into a structured summary file per agreement, with the obligation register as a single tracked file the scheduler re-reads for upcoming dates. Route the pack to a human. Port to LangGraph with a risk-routing node, or CrewAI as a sequential crew per document.

Signals it works

• Every agreement has a structured summary and a named risk route.
• Renewal and notice dates surface before they matter.
• Flags quote the actual clause rather than paraphrasing it.

Boundaries

This is document triage and administration, not legal advice, and nothing it produces should be relied on as such. Agents do not approve, sign, negotiate, or interpret legal effect; a qualified lawyer does. Contract text is confidential, so the model and storage you use must be acceptable under your obligations (see data-classification).