Subvolts take Legal AI transforms law firms with agents, boosting profitability and changing associate training. Dec 4, 2025 - Developers
- Learn how agentic AI is applied to complex professional workflows, informing future tool development.
- Business
- Understand how enterprise AI is transforming professional services firms and creating new profitability models.
This episode features a founder from a leading legal AI company discussing real-world enterprise adoption and future impact.
Scaling Legal AI and Building Next-Generation Law Firms with Harvey Co-Founder and President Gabe Pereyra
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From Subvolts
Summary and analysis by Subvolts editorial, AI-assisted.
No Priors hosts Sarah Guo and Elad Gil interview Harvey co-founder Gabe Pereyra about scaling legal AI. Pereyra discusses how Harvey serves nearly 1,000 customers, including Fortune 500 companies, by transforming legal work delivery. The conversation covers agentic AI for tasks like fund formation and M&A, and how AI will reshape law firm leverage and associate training without replacing partners.
This episode explains how a company called Harvey uses AI to help big law firms do their work, like research and writing legal documents. It's like giving lawyers super tools to handle complex cases, making the firms more efficient and profitable.
This episode offers insights into how generative AI is being applied to complex professional services, specifically the legal industry. It's for legal professionals, AI strategists, and business leaders interested in enterprise AI adoption. The discussion on agentic AI and firm profitability connects to current frontier lab efforts in building more capable and integrated AI systems for specialized workflows.
- HostSarah Guo
- HostElad Gil
- GuestGabe PereyraPresident, Harvey
- Guest: Gabe Pereyra, Co-founder and President of Harvey
- Show: No Priors
- Length: 44 minutes
- Customers: Nearly one thousand, including Walmart and PwC
- AI Application: Agentic AI for fund formation, M&A, research, and drafting
In just over three years, Harvey has not only scaled to nearly one thousand customers, including Walmart, PwC, and other giants of the Fortune 500, but fundamentally transformed how legal work is delivered. Sarah Guo and Elad Gil are joined by Harvey’s co-founder and president Gabe Pereyra to discuss why the future of legal AI isn’t only about individual productivity, but also about putting together complex client matters to make law firms more profitable. They also talk about how Harvey analyzes complex tasks like fund formation or M&A and deploys agents to handle research and drafting, the strategic reasoning behind enabling law firms rather than competing with them, and why AI won’t replace partners but will change law firm leverage models and training for associates.
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Chapters:
00:00 – Gabe Pereyra Introduction
00:09 – Introduction to Harvey
02:04 – Expanding Harvey’s Reach
03:22 – Understanding Legal Workflows
06:20 – Agentic AI Applications in Law
09:06 – The Future Evolution of Law Firms
13:36 – RL in Law
19:46 – Deploying Harvey and Customization
23:46 – Adoption and Customer Success
25:28– Why Harvey Isn’t Building a Law Firm
27:25 – Challenges and Opportunities in Legal Tech
29:26 – Building a Company During the Rise of Gen AI
37:24 – Hiring at Harvey
40:19 – Future Predictions
44:17 – Conclusion
- Agentic AI
- Gabe Pereyra
- AI systems that can perform tasks autonomously, like research or drafting, without constant human input.
- Leverage models
- Gabe Pereyra
- How law firms structure their billing and staffing to maximize profit based on the ratio of junior to senior lawyers.
39 min1 h 1136 minQuestions people ask
- What is Harvey and what does it do?
- Harvey is a company that has scaled to nearly one thousand customers, including Fortune 500 giants. It fundamentally transforms how legal work is delivered using AI.
- How does Harvey use AI in law firms?
- Harvey analyzes complex tasks like fund formation or M&A and deploys agents to handle research and drafting, aiming to make law firms more profitable.
Page generated Oct 19, 2026. Summaries are Subvolts' own; the audio, artwork and notes belong to Conviction.