Building a Team at AI Speed | Harvey’s Maggie Landers

Episode Summary

Executive Summary: Maggie Landers, VP of Talent at Harvey, explains how the legal-AI company is scaling from startup to global platform while preserving speed, trust, and a high-agency culture. She describes hiring for ambiguity, judgment, and customer obsession, and says Harvey prioritizes progress over perfection, open communication, and rapid experimentation as it transforms legal work.

Main Topics: Scaling without losing startup culture (Priority: 5/5): Harvey has grown from a few hundred to roughly 2,000 employees while aiming to keep the feel of an early-stage company through autonomy, humor, transparency, and a strong sense of mission. Progress over perfection and rapid experimentation (Priority: 5/5): The company encourages fast decision-making, frequent iteration, and learning from mistakes, especially because it is building something unprecedented in legal AI. Founder-led leadership and radical transparency (Priority: 5/5): Winston and Gabe remain deeply involved in day-to-day work, share memos and board updates broadly, and model openness about mistakes and company strategy. What Harvey looks for in hires (Priority: 5/5): Candidates need comfort with ambiguity, strong judgment, decisiveness, and a willingness to build processes that do not yet exist; the recruiting process is designed to self-select in and out. Customer-centric transformation of the legal industry (Priority: 4/5): Harvey’s differentiator is its close connection to legal customers and its aim to reshape how law firms and in-house legal teams operate, not just build underlying AI infrastructure. Global expansion and localized offices (Priority: 4/5): Harvey is expanding across multiple regions and tailoring offices and teams to local legal systems, languages, and market needs while maintaining a consistent core culture.

Key Arguments: Harvey can do far more in a month than many companies do in a quarter because speed and agency are central to how it operates. A high-performing Harvey employee must be comfortable making decisions with incomplete information and learning quickly from mistakes. The company’s culture is sustained by trust: employees are given autonomy, not policed, and are expected to act like owners. Founder accessibility matters; Winston and Gabe’s direct involvement and open communication make the company feel connected despite rapid scale. Harvey’s mission is especially motivating because employees can see tangible impact on legal workflows and customer outcomes. The best hires are people excited by building something new in a fast-changing, ambiguous environment rather than people seeking rigid structure or fully defined processes. Harvey’s legal-industry focus attracts people who want to transform a real-world professional domain, not just optimize an abstract AI layer. Recruiting success depends on accurately representing the role and environment so candidates can self-select based on fit.

Data Points: Company valuation growth: $3B to $5B to $8B to $11B - Valuation milestones mentioned for Harvey from February 2025 through March 2026 Employee growth since Maggie joined: Over 1,000 employees added - Maggie said the company added more than 1,000 people during her first year Expected headcount by year-end: About 2,000 employees - Projected company size before the end of the calendar year New employees this year: More than 70% - Share of employees who started after January 1st of the current year Maggie’s tenure: A little over 1 year - She had just passed her one-year mark at Harvey Harvey’s age: 4 years old - The company had just celebrated its fourth birthday Recruiting team growth: About 16 to 80 people - Maggie’s team scaled to support company growth Open jobs: Over 400 - Current number of open roles across the company Global offices named: San Francisco, New York, Chicago, Dallas, London, Dublin, Paris, Madrid, Milan, Sydney, Singapore, Toronto, Bengaluru - Offices mentioned as part of Harvey’s global footprint Hybrid policy: 3 days a week - Official in-office policy, though many employees come in more often EPD hub expansion: From 1 to 4 locations - Engineering, product, and design expanded from San Francisco to San Francisco, Toronto, New York, and Bengaluru Growth motion: 16 markets in a year - Planned customer-facing expansion that shaped recruiting needs

Pivotal Quotes: "You're going to do more in a month at Harvey than you would in a quarter somewhere else." — Maggie Landers: Describing Harvey’s pace and the volume of learning/repetition employees get "We don't take the square root of the weather." — Winston Gabriel (referenced by Maggie): Harvey’s shorthand for decisiveness and avoiding overanalysis "The right sort of mentality for Harvey is that passion to be part of creating it." — Maggie Landers: Explaining the profile of people who thrive at Harvey

Implications: Harvey’s model suggests legal AI winners will combine speed, customer intimacy, and high-trust cultures. For candidates, it rewards builders who like ambiguity; for the industry, it shows transformation requires both technology and deep operational change.