Palantir

UiPath

Palantir

Palantir's business model is enterprise software — specifically, large multi-year contracts with governments and corporations. Contracts typically start at $1-5 million and can scale to hundreds of millions annually for large government agencies.

The sales process is uniquely intensive. Palantir deploys "forward-deployed engineers" (FDEs) who embed directly with customers for months, configuring the platform for specific use cases.

This hands-on approach is expensive but creates deep integration that makes switching nearly impossible. Once Palantir is embedded in an organization's workflows, it's practically permanent.

Revenue split has shifted over time. Government contracts (US and allied nations) historically dominated, but commercial revenue has been growing faster.

By 2024, commercial revenue approached 45% of total. Annual revenue exceeded $2.8 billion.

The company has been profitable since 2023.

UiPath

UiPath sells software licenses and cloud subscriptions for its automation platform. Pricing is based on the number of software robots (called "attended" and "unattended" robots) deployed plus platform fees for orchestration and management tools.

The land-and-expand model works well. A company might start with 5 robots automating invoice processing, then expand to 50 robots handling HR onboarding, then 500 robots across the entire organization.

Revenue per customer grows as automation spreads through departments.

Annual recurring revenue exceeded $1.5 billion in fiscal year 2025. The shift from on-premise licenses to cloud subscriptions has been a major focus, with cloud ARR growing faster than overall revenue.

Professional services and training (UiPath Academy) generate additional revenue.

Palantir

Palantir was born from the aftermath of September 11, 2001. Peter Thiel — PayPal co-founder and contrarian investor — realized that the same fraud-detection algorithms PayPal used to catch financial criminals could help intelligence agencies catch terrorists.

The US government had mountains of data but terrible tools for connecting the dots.

Thiel co-founded Palantir in 2003 with Alex Karp (a Stanford Law PhD who had studied social theory under Jürgen Habermas in Frankfurt), Joe Lonsdale (a Stanford student who'd worked at Clarium Capital), Stephen Cohen (an engineer), and Nathan Gettings (a Clarium colleague). They named it after the palantíri in Tolkien's Lord of the Rings — the seeing stones that let you view distant events.

The CIA's venture arm, In-Q-Tel, was the first investor and first customer simultaneously. The initial product, Palantir Gotham, was built specifically for intelligence analysts who needed to find connections across massive, messy datasets — linking phone records, financial transactions, travel data, and classified intelligence into a single coherent picture.

The company operated in extreme secrecy for its first decade, with most employees unable to discuss what they actually built.

UiPath

Daniel Dines grew up in communist Romania and taught himself to code as a teenager. After working at Microsoft in Seattle for several years, he returned to Bucharest in 2005 and started a small software company called DeskOver with Marius Tîrcă.

Their initial product was an SDK — a software library that let developers build automation scripts for Windows applications.

For nearly a decade, DeskOver (later renamed UiPath) survived as a tiny bootstrapped company selling development tools. Dines ran the operation from a small apartment in Bucharest with a handful of employees.

Revenue was modest — enough to keep the lights on but not enough to grow. The company was unknown outside a niche developer community.

The pivot came around 2013-2015 when Dines noticed that large enterprises were spending billions on outsourcing repetitive digital tasks — copying data from one system to another, processing invoices, updating spreadsheets. He repositioned UiPath from a developer tool into an enterprise RPA platform: software "robots" that could mimic human actions on a computer screen.

Click this button. Copy that field.

Paste it here. Send that email.

The timing was perfect — every large company had thousands of employees doing exactly this kind of work.

Palantir

Palantir's growth strategy for two decades was simple: get inside the US government, prove indispensable, and expand from there. CIA led to NSA.

NSA led to the Army. The Army led to the Air Force.

Each agency saw what the others were doing and wanted it.

The AIP launch in 2023 was the commercial growth inflection point. By integrating large language models into the platform, Palantir made its data analytics accessible to non-technical users.

A supply chain manager could ask questions in plain English and get answers from their data. This dramatically expanded the potential user base within existing customers and attracted new commercial clients.

"Boot camps" became the commercial go-to-market innovation. Palantir runs intensive multi-day workshops where potential customers bring their actual data and problems, and Palantir engineers build working prototypes on the spot.

Companies leave with tangible proof of value, which accelerates the sales cycle dramatically.

UiPath

UiPath grew through a community-first strategy. UiPath Academy offered free training and certification, creating hundreds of thousands of developers who knew the platform before their employers bought it.

When those developers advocated for UiPath internally, the sales team had warm leads.

The free Community Edition let individual developers and small teams use UiPath at no cost. This bottoms-up adoption mirrored the playbook of Slack and Atlassian — get individual users hooked, then sell enterprise licenses to the organization.

Partners and system integrators drove enterprise deals. Deloitte, Accenture, EY, and PwC all built RPA practices around UiPath, recommending it to their enterprise clients.

These consulting firms had existing relationships with every Fortune 500 CIO, and they directed automation budgets toward UiPath.

Palantir

The ethical debate follows Palantir everywhere. Privacy advocates have criticized Palantir's work with ICE (Immigration and Customs Enforcement), police departments, and intelligence agencies.

The company has been accused of enabling mass surveillance. Karp has been unapologetic — arguing that democracies need powerful analytical tools and it's better that a company with ethical guidelines builds them than the alternative.

Customer concentration was a historical risk. For years, a handful of massive government contracts drove the majority of revenue.

Losing a single contract could crater a quarter. The push into commercial has diversified the revenue base, but government still represents over 55% of revenue.

Valuation has been the market debate. Palantir trades at astronomical revenue multiples (60-80x revenue at its 2024 peaks), which assumes massive future growth that may or may not materialize.

Bears argue it's the most overvalued stock in tech. Bulls argue that AIP will drive exponential commercial growth.

The debate is loud and ongoing.

UiPath

AI threatens to leapfrog RPA entirely. Traditional RPA automates repetitive, rule-based tasks by mimicking human clicks.

But generative AI and large language models can understand context, handle exceptions, and process unstructured data — potentially replacing the need for screen-scraping robots. If AI agents can directly interact with APIs and databases, the "robot that clicks buttons" approach may become obsolete.

Competition from Microsoft is the most dangerous threat. Microsoft Power Automate is bundled into Microsoft 365, which virtually every enterprise already pays for.

Offering "good enough" automation for free inside a suite companies already use is devastating for a standalone RPA vendor charging premium prices.

Growth has decelerated. After explosive growth during COVID (when every company rushed to automate), UiPath's revenue growth slowed significantly.

The stock dropped over 80% from its all-time high. CEO Daniel Dines stepped back as CEO in 2023 (Rob Enslin took over, then left, and Dines returned in 2024), creating leadership instability at a critical moment.

Palantir

Palantir Gotham — the original intelligence platform used by government agencies for counterterrorism, military operations, and law enforcement. Integrates and analyzes data from disparate classified and unclassified sources.

Palantir Foundry — the commercial platform that lets corporations build data-driven applications without coding. Used for supply chain optimization, clinical trials, financial modeling, and manufacturing.

Palantir AIP (Artificial Intelligence Platform) — launched in 2023, this layer brings large language models and generative AI into Palantir's existing platforms, letting users query and act on their data using natural language. The product that supercharged the stock price.

Palantir Apollo — a continuous delivery system that manages software deployment across every environment: cloud, on-premise, classified networks, and even air-gapped military systems.

UiPath

UiPath Studio — the development environment where automation workflows are designed using a visual drag-and-drop interface. No coding required for basic automations.

UiPath Robots — the software agents that execute automated workflows, either alongside human workers (attended) or independently (unattended) on virtual machines. UiPath Orchestrator — the centralized management platform for deploying, monitoring, scheduling, and scaling thousands of robots across an organization.

UiPath Autopilot — an AI-powered assistant that uses generative AI to help users build automations through natural language descriptions. UiPath Document Understanding — AI models that extract data from unstructured documents like invoices, contracts, and forms.

Palantir

In-Q-Tel (the CIA's venture arm) was the first investor and provided both capital and credibility. Peter Thiel's Founders Fund invested from the founding.

The company raised extensively from institutional investors including Tiger Global, Dragoneer, and Sompo Holdings. The September 2020 direct listing on the NYSE (similar to Spotify — no new shares sold) valued the company at approximately $22 billion.

The stock subsequently surged past $200 billion market cap in late 2024.

UiPath

Accel led the Series A in 2017 — the first major venture investment after a decade of bootstrapping. CapitalG (Alphabet's growth fund), Sequoia Capital, and IVP participated in later rounds.

Dragoneer, Tiger Global, Alkeon Capital, and Coatue Management invested in the 2019-2021 growth rounds. The April 2021 IPO raised $1.3 billion at a $36 billion valuation.