Litigation practice

Business dispute analysis in a day instead of weeks

A partner at a mid-market law firm had a working AI prototype stuck in his personal account. We turned it into a production system the whole practice could use.

10x
Faster analysis
$480K
Freed billable capacity / yr
3 cases
To break even
6 days
Saved per case

The problem

A prototype locked in one person's account

One partner had built a working AI prototype for business divorce analysis using his personal Claude account. It was saving him days per case. The problem: nobody else at the firm could use it. No shared access, no integrations with their legal research databases, no validation framework.

The firm handles about four business dispute matters per month. Each one requires extensive case law research, argument structuring, and brief production. At $1,000 per hour billable, every hour saved on analysis is an hour freed for higher-value work.

What we built

From personal prototype to production system

We took the partner's working prototype and turned it into a multi-user production system. The agent pulls case law, structures arguments, and produces a full analysis brief. Role-based permissions control who can access what. The system integrates directly with the firm's legal research databases.

The success metric was straightforward: three business divorce cases completed through the system by end of month two.

The math

$480K in freed billable capacity per year

Four matters per month. Ten hours saved per matter. At $1,000 per hour, that is $40,000 per month in billable capacity freed up for work that actually requires a lawyer.

The pilot paid for itself in three cases. The full engagement is scoped for expansion into wage and hour disputes and commercial real estate analysis.

Running a similar practice?

30 minutes. We'll look at your case analysis workflow and figure out where an agent can free up billable hours.