Case studies · Legal

Associates reading the contracts that matter.

First-pass document review that used to swallow three days now finishes before lunch — and a lawyer signs off on everything.

Rows of old leather-bound law books on wooden shelves
3 days → before lunchfirst-pass review
The challenge

At Harlow & Crane, associates spent whole days on first-pass review: reading discovery, flagging clauses, summarising intake, calendaring deadlines. Necessary work, and a grind. The judgment they trained for sat underneath a pile of Ctrl-F.

It's also work where a mistake is expensive, so the instinct was to throw more hours at it. Hours the firm didn't really have.

What they built

A partner — who has never written a line of code — described the review checklist the firm already used. Their one technologist stood up agents that do the first pass: read the documents, flag the clauses that need a human, and draft the summary.

Nothing leaves the building on its own. Every agent stops for a lawyer's approval before anything is filed or sent, so the firm keeps the same control it always had over what goes out the door.

Agents they stood up

  • first-pass-review reads discovery and flags what needs a human
  • clause-check compares contract terms against the firm's playbook
  • intake-summary turns a new matter into a one-page brief
  • deadline-calendar pulls dates from filings, waits for sign-off
The result

First-pass review time fell by roughly four fifths. Associates spend that time on argument and strategy — the part clients actually pay for and the part lawyers actually enjoy.

No one was replaced. The paralegals and associates are still here; they've handed the tedious first read to an agent and kept the judgment for themselves.

~80%

less time on first-pass review

0

documents filed without a lawyer's sign-off

3 days → hours

to clear a discovery batch


I didn't go to law school to search PDFs for a keyword. Now I read what the agent flags, and I make the call. That's the job I wanted.

Dana Okafor · Associate, Harlow & Crane

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Photograph by Thomas Bormans on Unsplash.