Bringing AI in at Harvey

Explain why lawyers return less while more try their first review

Published Oct 30, 2026

You’re a forward deployed engineer working with Harvey’s product team. The team is in the room.

The setting

is an AI platform for legal work, used by law firms and the legal teams of companies. is its software that uses AI agents to draft, negotiate, review, and manage contracts.

Falling repeat usage points toward a release problem and a changing mix of lawyers.

The weekly review needs a useful explanation without turning a shared timeline into proof of cause.

Who you’d be doing this for

“I tried it on Monday, then went back to my usual process for the next agreement.”

Diana Pokorny · In-House Counsel · a character in this brief

Uses contract review in Microsoft Word and depends on product decisions reflecting the needs of returning lawyers.

What is at stake

Fewer lawyers keep coming back to contract review in Word each week, even as more of them try it for the first time. You decide whether the AI may rank a release as the leading explanation when release exposure and user tenure point in different directions.

Why it isn’t already fixed

Every obvious fix costs something else. That’s the part you’d have to decide.

  • aggregate movement vs cohort differences
  • release timing vs actual exposure
  • a concise explanation vs competing interpretations
  • flexible investigation vs predictable query cost

Why Harvey

Harvey for Word depends on lawyers returning inside their document workflow, not merely trying a first review.

Written with these in mind

Evidence-minded forward deployed engineersProduct-oriented integration buildersAI evaluation practitioners

Not your kind of problem? 52 more at Harvey, or browse every organization.

Where the organization context comes fromThe postings this brief was written from, and the reporting read before it.

The organization context comes from public information. The situation and characters are written for the brief.

Job postings it was written from

Public descriptions of the work at Harvey. They are listed as sources, not as openings. The lines under a posting are its own words, where it meets this brief.

  • Senior Product Manager, Embedded Experiences (opens in a new tab)
    • Own key embedded experiences in Harvey: Define the vision, strategy, and roadmap for Harvey for Word and the other drafting tools lawyers work in, taking problems from discovery through launch and iteration.
    • You know adoption comes from meeting users where they are, inside the tools and habits they already have.
  • Staff Product Manager, Agents (opens in a new tab)
    • Users need to understand its sources, evaluate its accuracy, and shape it into something they can use.
    • Keep the experience simple as Harvey’s capabilities expand, making deliberate decisions about what to surface, what to automate, and where users need control.
  • Staff Product Manager (opens in a new tab)
    • As we scale, our Enterprise Product organization sits at the center of this mission — connecting the systems our customers use, and scaling into new customer segments & verticals.
  • API Product Lead (opens in a new tab)
    • You'll define and drive the product vision and roadmap for Harvey's APIs, aligned with company strategy and grounded in evidence from customers, usage data, and the market.
    • You'll work closely with engineering, solutions architects, and go-to-market teams to ship, and you'll own the outcomes: adoption and production usage.

This is the setup. The work is inside.

Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.

Other live briefs connected to this one, and what connects them.

Similar problems at other organizations

Like this one, each of these is about figuring out which problem is actually worth solving.

The same setting, from another role

Each is set around Harvey’s Contracts, written for a different role. They’re separate briefs, not the same scenario.