Contract clause review

Lawyers do not need a summary of a contract, they need to know which of the forty clauses differ from the position their firm already agreed. That is a comparison task with a playbook, and it is genuinely valuable.

The job on one screen

Runs whenA contract is received for review.
ReadsThe document, the clause playbook, and the acceptable fallback positions.
DecidesWhich clauses deviate, by how much, and whether the deviation is inside a pre-agreed fallback.
ProducesA deviation list with both texts quoted side by side.
Stops whenDeviations listed. Negotiating positions are a lawyer's job.
Tools it needsDocument parser, playbook store, clause library.
Autonomy to start atApprove. It does the work and stops before the irreversible step.

Optional: load a real model

Run it

The routing rules

These are the exact buckets the demo above scores against. Change the wording of a ticket and you can watch the confidence move.

BucketSignals it looks forWhat happens next
Liability and indemnityindemnify, liability, without limitation, consequential, uncapped, hold harmless, damagesCritical flag with both texts quoted. Uncapped liability is the clause that ends companies, and it always goes to a senior reviewer.
Data and privacypersonal data, processed, residency, subprocessor, gdpr, transfer, retention, united statesCritical flag. Processing location and subprocessor terms carry regulatory consequences beyond the contract.
Term and terminationterminate, convenience, notice, renewal, expiry, extend, cure periodStandard flag against the playbook position, with the fallback shown if one is pre-agreed.
Commercial termspayment, net 30, net 60, net 90, invoice, price, increase, cpiStandard flag. Payment terms and price mechanics are negotiable and usually have an agreed fallback.
Below the barno clear signalAnything that does not match a playbook category goes to a lawyer unreviewed. A clause the agent has never seen is exactly the one that matters.

Where this one goes wrong

Missing what is absent

The most dangerous clause is the one that is not there. Compare against the playbook checklist, not only the text present.

Paraphrasing legal text

Quote both versions verbatim. A paraphrase of a contractual obligation is not a contractual obligation.

Confidentiality

Contracts under review are confidential. This is a strong argument for on-device or in-tenancy processing.

How you would know it is working

MeasureWhy that one
Deviations found against a lawyer's own reviewSample and compare. Below 90% recall is not usable.
Review time per contractThe saving, often hours to minutes for the first pass.
Missed critical clausesMust be zero, and every occurrence becomes a playbook rule.

Earning more rope

AssistProduce the deviation list for a lawyer.
ApproveDeviation list plus suggested fallback language from the playbook. Right level.
AutoNever auto-accept or auto-sign. Signature authority is a human power, legally as well as practically.
Compare against a playbook, do not summarize. The summary is the deliverable nobody needs, and the comparison is the one that saves a day per contract.

Related: Regulation tracking · Document extraction · Proposal drafts · all agent jobs · Agent Lab home

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