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Early access · agent-in-the-file review · caseagent.com

AI Contract Review That Works Inside the Case File

AI contract review is software that reads a contract and flags missing clauses, risky terms, and obligation dates for an attorney to act on. Caseagent runs that review inside the matter itself, so every flag lands in context and every date flows into deadline tracking.

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Exhibit A The definition

What is AI contract review?

AI contract review uses large language models to read a contract the way a first-year associate would: clause by clause, against a checklist of what should be there, what looks off-market, and what creates an obligation with a date on it. The output is a flag list for a licensed attorney, who makes every judgment call.

Done well, it turns a two-hour first read into a twenty-minute verification pass. Done badly (a generic chatbot with a contract pasted in), it produces confident summaries with no memory of your matter and no follow-through on the dates it just read.

Exhibit B The difference

Agent in the file vs. a standalone review tool

Most contract review tools live outside your case management: you upload a document, get a report, and carry the findings back by hand. An agent that lives inside the matter starts from a different place.

What matters in review Standalone review tool Agent inside the case file
Context of the matter Sees only the uploaded document; you re-explain the dispute every time Already knows the parties, the dispute, and the correspondence; flags read against the facts
Versions and redlines Each upload is a fresh document with no history Every draft lives in the matter, so the agent can say what changed between v2 and v3
Obligation dates Listed in a report you must re-key into a calendar Flow straight into the matter's deadline timeline with escalating reminders
Where findings live A PDF report in your downloads folder Flags, drafts, and dates attached to the matter, visible to the whole team

The review itself is only half the value. The other half is what happens next: flagged clauses feed the redline the agent drafts (see legal drafting software), and every date it finds lands in deadline tracking instead of a sticky note. Because the flags stay attached to the matter rather than to a file on someone's laptop, the review becomes part of the record your legal matter management software already keeps, and recurring clause edits can be templated with legal document automation.

Exhibit C The checklist

What the agent flags in a contract

Three families of flags, each one routed somewhere useful instead of dying in a summary.

FLAG 01

Missing clauses

No limitation of liability, no termination for convenience, no governing law, silent on IP ownership: the agent lists what a contract of this type usually has and this one lacks.

FLAG 02

Risky terms

One-sided indemnification, uncapped liability, automatic renewal, broad non-competes: each flag cites the clause and says in plain English why it cuts against your client.

FLAG 03

Obligations and dates

Notice windows, renewal deadlines, payment terms, cure periods: every date becomes an entry on the matter timeline with reminders that escalate until a human confirms.

Exhibit D Fictional sample

A worked example: one SaaS agreement, six flags

Below is the kind of flag list the agent produces, run on a fictional vendor agreement in a fictional matter. Every flag is a starting point for the attorney, not a conclusion.

Want to see output like this generated live? The homepage demo runs the real agent on fictional sample files.

FICTIONAL SAMPLE · NORTHWIND V. ACME SAAS MSA

Review of master services agreement, v3 · all parties and terms fictional

01
Auto-renewal, §2.3. Renews for 12 months unless cancelled 60 days before term end. Date calendared.
RISK
02
No liability cap. Agreement is silent on limitation of liability; market for this deal type is 12 months of fees.
MISSING
03
One-way indemnity, §9.1. Customer indemnifies vendor; no reciprocal obligation. Suggest mutual carve-outs.
RISK
04
Cure period, §11.2. 30-day cure window on breach notice. Added to deadline timeline as a conditional date.
DATE
05
Net-90 payment, §4.4. Off-market against the net-30 in the prior draft; changed between v2 and v3.
RISK
06
Governing law absent. No choice-of-law or venue clause; flag for attorney to specify before signature.
MISSING

AI first draft for attorney review · not legal advice

Exhibit E The fine print, up front

The honest limits: the attorney reviews everything

AI contract review is a first pass, and we will not pretend otherwise.

Limit 01

Flags are not judgment.

Whether a one-sided clause is a dealbreaker or a fair trade depends on the client's leverage and goals. That call belongs to the attorney, every time.

Limit 02

The agent can miss things.

A flag list narrows the read; it does not replace it. The attorney reviews the contract and the flags before anything is signed or sent. Nothing ships without sign-off.

Limit 03

This is not legal advice.

Caseagent is a tool for legal professionals. Its output creates no attorney-client relationship and never substitutes for advice from a licensed attorney.

Contract review is one job of a larger system: Caseagent is legal case management software with an agent inside, currently in early access and launching 2026.

EARLY ACCESS · 2026

Review contracts where the matter already lives

Caseagent is in early access. Join the list and we'll email you the moment your spot opens; early users lock in launch pricing.

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