Harvey is an AI platform purpose-built for legal and professional services, offering custom large language models and agentic workflow tools that help law firms and Fortune 500 enterprises streamline tasks such as contract analysis, due diligence, compliance, litigation prep, and legal research. Trusted by over 142,000 lawyers across 1,500+ organizations in 60+ countries, it is backed by investors including Sequoia, Andreessen Horowitz, and the OpenAI Startup Fund.
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“Look at what's happening to Rogo. What's happening to Harvey, right?”
Source→“Before Harvey, Gabe was an AI researcher at Google Brain, DeepMind, and Meta, working on deep learning in 2016-2017 as the field was taking off.”
“Niko was previously at Google Brain as well. Together, they led the open-sourcing of LAB.”
“Coding agents hit Karpathy's 'agents work now' inflection in late 2025. Gabe argues legal is hitting its version of that curve right now.”
“I sat down with Harvey Co-Founder & CEO Winston Weinberg, Co-Founder & President Gabe Pereyra, & Head of Applied Research Niko Grupen at the company's San Francisco HQ”
“They've raised $1.5B to date from Sequoia, Kleiner Perkins, GV, Coatue, Elad Gil, the OpenAI Startup Fund, and GIC.”
“LAB, the Legal Agent Benchmark, the first open-source benchmark for measuring AI agent performance on real-world legal tasks. It covers 1,200+ tasks across 24 practice areas with 75,000+ rubric criteria”
“Harvey has emerged as the dominant player in legal AI, with a $15.5B valuation & surpassing $400M in ARR.”
“If you don't constantly change, you are gonna get so behind that you die as a company right now.”
“You took someone's billion dollar model and tailored it... That's totally fine, but that's not really training your own model, I would say, right?”
Source→“Harvey, the AI platform built for legal work, is trusted by 80% of the Am Law 100 and over 20% of the Fortune 500.”
Source→“Harvey's gross margins reportedly reached -50% in June as usage costs rose under flat seat-based pricing, prompting it to adopt a fine-tuned open-weight model that can cost up to 90% less than frontier alternatives.”
“the majority of enterprise token consumption is going to come not from customized models, but from customized systems.”
Source→“Harvey kind of maybe trying to take a similar approach from a legal perspective.”
Source→“We know that companies like Harvey and Decagon are really fine tuning models now.”
Source→“Logora and Harvey... these businesses are at hundreds of millions of ARR growing really fast”
Source→“Harvey cut cost per cell 55% against Sonnet 5 while scoring above Fable 5.”
Source→“Harvey... the fastest growing companies we're seeing in the private markets... faster than any of the precedents ever have in their industry.”
Source→“Once Allen & Overy did, the rest of the market read those signatures as permission.”
Source→“Law firms in 2022 bought research tools from Thomson Reuters and LexisNexis that surfaced information for an associate to interpret.”
Source→“Harvey proposed to do the drafting, research, and due diligence itself, across thousands of documents.”
Source→“Mercor, Harvey — Referenced in context of application-layer AI company strength”
Source→“Cited for cutting audit prep by 82% and delivering 526% ROI, used by Ramp, Harvey, and Snowflake.”
Source→“Winston loves to say we don't take the square root of the weather... we want to move fast. We'd rather make mistakes and learn than overanalyze.”
Source→“Rachel Hepworth — Runs marketing at Harvey, cited as one of the new executive leaders exemplifying the combination of strategic vision and hands-on execution.”
Source→“Katie, my boss, being probably one of the most sort of inspiring leaders in the people space.”
Source→“Brooks Evans — Harvey's new CISO (Chief Information Security Officer), cited as part of the strengthened executive bench.”
Source→“I have seen more sort of true collaboration and teamwork at Harvey than I would have ever imagined.”
Source→“How that is going to make your job different than working at Anthropic or at OpenAI or at Eleven Labs or at Sierra...”
Source→“Anik Drumwright — Product leader at Harvey, cited in the same group of recently added executive talent.”
Source→“They speak so openly about how they see the company evolving, how they see the space evolving. People feel very close to them.”
Source→“Transforming the legal industry is very different than trying to transform customer support or build an AI harness or create a model, even though we're now building some of our own models.”
Source→“The information did say Harvey's margins were now minus 50% because they had to move back.”
Source→“Its customer base exploded, reaching over 3,000 organizations.”
“Harvey now develops proprietary models and advanced legal agents. This expansion reduces reliance on third-party AI.”
“Legal AI leader Harvey just secured $550 million in new funding. Its valuation soared to $15.6 billion.”
“this isn't a contrarian bet. It's basically just Harvey for finance”
Source→AI-extracted from podcast / newsletter / paper summaries. May contain errors.