Manifest: The $100B Bet on AI-Native Law Firms

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Cover of «Manifest: The $100B Bet on AI-Native Law Firms»

Today I interviewed Dan Mishin, founder and CEO of Manifest, an AI-native law firm rebuilding legal services on top of its own software.

He started his first company at 11 in post-Soviet Ukraine, came to the US as an immigrant, spent seven years building June Homes, and with Manifest raised one of the largest Series A rounds in legal tech history.

The interesting part is the structure. Every investor told him to just sell software to lawyers. He refused and split the business in two instead: Manifest OS, a venture-backable technology company, powering Manifest Law, a 100-lawyer firm. The bet underneath it is that AI finally lets a services business carry software margins.

Structure and Key Highlights

The Crazy-Founder Bucket

  • A VC once told him there are two types of founders: polished Stanford graduates with the right CVs, and the crazy ones
  • The crazy ones take more risk, so they tend to either become very successful or fail miserably
  • He spent years pretending not to be one, then accepted that he is
  • He has only ever started companies. He calls himself extremely unemployable and too rebellious to be hired

Growing Up in Post-Soviet Ukraine’s Wild West

  • He was born the year the Soviet Union collapsed, and grew up in Crimea as every institution stopped working
  • There were no rules, no regulations and no market for basic things: in the Soviet Union you could exchange an apartment, but not sell it
  • Criminals filled the vacuum, while scientists and professors suddenly had no work
  • His family’s savings, tens of thousands of rubles when a car cost a couple hundred, went to zero in a day
  • That much freedom left two paths, entrepreneur or criminal, with nothing in between

Risk Tolerance Is Learned, and So Is Trust

  • What knocks most people off their feet is, for him, a regular Tuesday
  • He insists risk tolerance is a skill, not a gift, built one mistake at a time
  • A week after raising a large round, he slept in his car because the wire hadn’t arrived and he couldn’t pay rent
  • Where he grew up, building a company usually meant breaking the law. He loves being a law-abiding citizen
  • The skill he had to learn in America was trust: he says nobody in the US has ever cheated or betrayed him
  • His line on the difference: the system in America trusts you by default

Companies that Open Doors

  • A chain of hostels for travelers, then June Homes, apartments for people with no credit score, and now Manifest, for immigration
  • SaaS bores him. He can’t wake up excited about incremental improvements
  • June Homes served the immigrant renting a first apartment without a credit history, a limbo millions of people go through
  • Access to justice feels like a mission to him, more than the next round or the next valuation
  • Immigration came first because he went through it himself and sponsored many visas, often hiring immigrants for their grit
  • What he saw in immigration law firms: small, slow, manual and cookie-cutter

Three Companies, Three Motivations

  • The first company was financial hunger. He was broke and wanted a full life
  • June Homes was about proving himself in America, where none of his previous achievements mattered
  • He had to relearn every social skill like a toddler, from making an introduction to holding a conversation, and says the first three years were painful
  • Manifest is about serving people he loves: his friends’ green cards and their co-founders’ O-1 visas go through it
  • They run events for immigrant communities with no ROI, simply because they care about that community

Engineered Calm

  • He is intense by nature and trains calm on purpose, with breathing, meditation and long hikes in remote places
  • A phrase stuck with him: most of a person’s problems come from not being able to sit alone in silence for 30 minutes
  • Meditation is both his hardest habit and his biggest unlock. His thoughts jump 24 times per second
  • Every year around Thanksgiving he goes on a three to five-day silent retreat in the forest, with a voice recorder and no phone
  • Most of what he records doesn’t matter, but about 10% turns into clear decisions
  • The decision to leave June Homes, one of the best he has made, came out of one of those retreats

The AI Slop Phase

  • After adopting AI, Manifest shipped software 10 to 20 times faster, which he notes is not unique
  • Two or three months in, they looked under the hood and found AI slop built on top of AI slop
  • Engineers were pasting three-sentence PRDs into Claude Code and shipping code they couldn’t explain
  • The new rule: if you can’t explain clearly what you’re shipping, you don’t ship it
  • Product defines the problem, the why and what success looks like. The engineer posts a one-page plan in Slack for anything over 20 minutes of work
  • Enzo’s analogy: when you can DoorDash any food you probably eat worse, and when you can generate any code you probably code worse

Clarity Is the CEO’s Job

  • He lists four jobs for a CEO: vision, clarity in every room, allocating resources and hiring
  • In every meeting he asks whether they should build this at all, and whether there’s a simpler way
  • He borrows Elon Musk’s order of operations: trim the scope first, accelerate only after
  • Hiring the smartest people from Harvard, Stanford and UPenn has a side effect: they overcomplicate. He calls it the chronic disease of 2026
  • Twitter ran a simple product with a thousand engineers that 30 could maintain. Telegram became one of the largest messengers in the world with 30
  • He calls himself a dictator and isn’t ashamed of it: ambiguity is worse than one wrong decision, and walking the middle ground is walking nowhere

The Problem Software Alone Can’t Fix

  • He never wanted to sell software to lawyers, because the problems of this market are structural
  • America has 1.3 million lawyers, ten times the per-capita rate of any other country except Israel
  • Yet 80% of Americans can’t afford an attorney when they have a legal need
  • 80% of attorneys work at firms of one or two people, and spend two-thirds of their time on non-legal work: sales, hiring, accountants, insurance
  • Low utilization means few billable hours, and few billable hours means a very high price per hour
  • The fix is removing every non-legal task from the lawyer, through software and business model together

Splitting the Company in Two

  • Manifest Law is an Arizona alternative business structure, a license that lets a law firm have non-lawyer owners
  • About 150 of those licenses exist in the US. Manifest’s was one of the first, approved by the Supreme Court of Arizona
  • Manifest OS is the technology company. Manifest Law is the firm it incubated, now 100 lawyers
  • Lawyers log in, complete the tasks the system prepared for them, and log out
  • Manifest handles marketing, business development, intake and every tool, so the price per case drops while speed and quality go up

Start with the Problem, Not the Business Model

  • Many founders wait for an idea they love, jump between markets and give up when the model doesn’t land
  • His playbook: pick a problem, or even just a market that excites you, and stop there
  • Then spend months going deep, until you reach the layer of knowledge that isn’t visible from the surface
  • They didn’t know Manifest’s business model when they started researching. It only appeared months in

What Investors Had to Believe

  • Two and a half years ago AI-native services wasn’t a category, and everyone asked why he didn’t just sell SaaS
  • He had seen Harvey at Series A and Legora at seed, so he knew what the software route could do. He didn’t think it solved the industry’s problem
  • He self-funded, and by the time he raised, Manifest had been growing 30% month over month for months
  • The three questions any VC asks: is the market big enough, is there a moat, and do the margins and growth support long-term returns
  • Market: a trillion dollars in legal services, against maybe $10 to 20 billion in legal software
  • Moats: the regulatory license, being the system of record for clients’ immigration data, and network effects if one firm serves a company across many countries

SaaS Margins on Services Revenue

  • Manifest OS is the company that would go public, powering around 100 firms, roughly one per region or practice area
  • Each firm operates only under the Manifest Law brand, with strict quality guidelines
  • Revenue comes from licensing, software and services fees. Enzo’s summary: the best of a SaaS company with a franchise
  • A VC told him the model is an American dream: SaaS-level margins on services-level revenue, and services bill more than software
  • The goal is for every attorney to handle ten times the cases of a traditional firm. He is clear they aren’t there yet
  • The benchmark: the largest law firm in the world makes $7 billion with 1,200 attorneys, more revenue per employee than Apple, Google, Netflix, OpenAI or Anthropic
  • 11,000 of the 18,000 immigration attorneys in the US have applied to Manifest Law. It accepted 100
  • He puts the ceiling at $100 billion, maybe $200 billion or more, and sees nothing stopping expansion beyond legal

Why Immigration Came First

  • Immigration is formulaic because the government tells you exactly what it wants and how
  • The same applies to taxes and employment. Contentious law, like contracts or litigation, is much harder, and he hasn’t seen anyone do it well with AI
  • Working with lawyers taught him what “two lawyers, three opinions” means, so every feature has clear owners
  • Each feature has a legal DRI with the final say on how it works and an engineering DRI who builds it, plus business and product owners when needed
  • The lawyer brings the why and what success looks like. The engineer brings the cleanest, most scalable solution
  • They no longer have pods: one engineer and one legal DRI per piece of work

Where the AI-Native Services Boom Could Disappoint

  • AI services are easier to start than SaaS, because they tap an existing budget and demand is already validated
  • The first thing that breaks is quality at scale. Tech-enabled services grew fast between 2019 and 2021, and then their customers started hating them
  • His case for why this time is different: technology can now standardize quality in a way that was impossible three years ago
  • The second question is margins: can a services business reach $1 billion in revenue with 20 points more gross margin than its competitors? Few growth-stage companies have proven it yet
  • He doesn’t think SaaS-level gross margins are out of reach
  • The model fits any professional services, a $5 trillion space, but they are taking one big market at a time. The 2019 generation went too broad

Product and Taste Still Win

  • Nothing replaces product-driven go-to-market. Fast revenue without a strong product breaks at scale
  • His advice: invest in product from day zero and have a strong technical co-founder. He didn’t have one, and was torn between engineering and selling early on
  • He is naturally a go-to-market founder, and says the real superpower is being able to build and sell
  • The bar in legal is low: the competition is 75-year-old firms without an engineering culture
  • Manifest was mobile first from day one: answer four questions on your phone, photograph five documents, and the government forms fill themselves
  • An AI agent flags problems as they happen, like a birth certificate in Spanish that needs an English translation. That back and forth used to take 10 days

Brand in an Industry that Never Marketed

  • Law has barely marketed itself, apart from the Better Call Saul lawyers on highway billboards
  • He quotes Steve Jobs: Japanese companies never talk about quality because they actually have it. Marketing can’t fix quality
  • The other ingredients are a clear voice and clear taste
  • Manifest OS is a product company and Manifest Law is a services company, and manifestlaw.com is meant to look and feel different from a traditional law firm

The Lawyer of the Future

  • The best lawyers don’t want to sell or push paper. He compares it to asking a New York cop to become a salesperson
  • He spends hours every day talking to lawyers and to clients
  • He imagines Manifest Law law schools and AI certifications, with tuition paid and a guaranteed job at graduation
  • Graduates would be asked which kind of law they care about, from family to criminal to M&A, and pointed to the city where that practice would thrive

Who Pushed Him to Think Bigger

  • Ankur Jain, founder of Bilt and his partner at June Homes, taught him that there are no closed doors
  • His other rule: if a human has done it, or physics allows it, you can do it too
  • He thinks building companies is simple: are you adding value or not
  • It gets hard when you fake it, pretending to have product-market fit or running when you should be crawling
  • His closing line: we’re all going to die anyway, so we might as well have fun

Silicon Valley Glossary

TermMeaningContext in the episode
AI-native servicesA services business whose delivery runs on its own AI softwareThe category Manifest belongs to. It didn’t exist when they started two and a half years ago
Alternative business structureA license that lets a law firm have non-lawyer ownersArizona’s version is what lets a technology company own Manifest Law
Utilization rateThe share of a professional’s time that is billableSmall-firm lawyers bill few hours, so each hour is expensive
System of recordThe software that holds the canonical data for a processManifest holds its clients’ immigration data, which makes it hard to leave
MoatWhat makes a business hard to copyThe license, the system of record and network effects across countries
Gross marginRevenue minus the direct cost of delivering itThe open question: can services reach SaaS-level margins at scale
PRDProduct requirements documentThree-sentence PRDs pasted into Claude Code produced code nobody understood
DRIDirectly responsible individualEvery feature has a legal DRI and an engineering DRI
O-1US visa for people with extraordinary abilityWhat Dan’s friends use Manifest for when bringing in co-founders
TAMTotal addressable marketA trillion dollars in legal services, $5 trillion across professional services
Cold start problemThe disadvantage of a newcomer when the incumbent already has scaleWhat any competitor in immigration law now faces

People, Companies and References

People Mentioned

  • Dan Mishin: founder and CEO of Manifest, previously founder of June Homes
  • Ankur Jain: founder of Bilt and Dan’s partner at June Homes, the person who taught him that nothing is impossible
  • Elon Musk: his reference for trimming scope before accelerating
  • Steve Jobs: the quote about Japanese companies and quality
  • Tara and Abby: colleagues and friends of Dan whom Enzo spoke with before the interview
  • Enzo Cavalie: podcast host

Companies and Organizations

  • Manifest OS: the technology company, the venture-backed side that would go public
  • Manifest Law: the law firm it incubated, 100 lawyers, with immigration as its first vertical
  • June Homes: apartments for people without a credit score, which he built for seven years
  • Bilt: Ankur Jain’s credit card company
  • Harvey: legal AI he saw at Series A, the software model he chose not to follow
  • Legora: legal AI he saw at seed
  • Claude Code: the coding agent engineers were feeding three-sentence specs into
  • Twitter, Telegram, WhatsApp: his examples of how few engineers a simple product really needs

Data and References

  • $7 billion and 1,200 attorneys: the largest law firm in the world, with more revenue per employee than Apple, Google or OpenAI
  • 1.3 million: lawyers in the US, ten times the per-capita rate of any other country except Israel
  • 80%: Americans who can’t afford an attorney when they have a legal need
  • Two-thirds: the share of time small-firm lawyers spend on non-legal work
  • 150: alternative business structure licenses issued in the US
  • 11,000 of 18,000: immigration attorneys in the US who applied to Manifest Law, which accepted 100
  • 30% month over month: Manifest’s growth, sustained for months, when it went to raise
  • $10 to 20 billion vs. $1 trillion: legal software against legal services
  • $5 trillion: professional services across every category
  • 10x: the cases per attorney Manifest is aiming for, a goal it hasn’t reached yet

Watch the episode