UiPath

Instacart

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.

Instacart

Instacart operates as a marketplace connecting consumers with personal shoppers and grocery retailers. Revenue comes from multiple streams: delivery fees and service fees charged to consumers (typically $3.99+ per delivery), tips to shoppers (passed through, not revenue), retailer partnerships (grocers pay Instacart for access to the platform and fulfillment services), and advertising.

Advertising has become the crown jewel. Instacart Ads lets consumer packaged goods (CPG) brands like Coca-Cola, Procter & Gamble, and Nestlé pay for sponsored product placements within the Instacart shopping experience.

When someone searches for "chips," Doritos can pay to appear first. This is incredibly valuable because it's advertising at the exact moment of purchase intent.

Ad revenue was $871 million in 2023 and crossed $950 million in 2024.

The retailer partnership model is key. Unlike DoorDash or Uber Eats (which listed restaurants without permission early on), Instacart works with grocers as partners.

Over 1,500 retail banners including Costco, Kroger, Albertsons, and Publix have formal partnerships. Instacart provides the technology and shoppers.

Grocers provide inventory and stores.

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.

Instacart

Apoorva Mehta was a 26-year-old Amazon engineer in Seattle who quit his job in 2012 to start a company. The only problem: he had no idea what to build.

Over the next year, he started and abandoned roughly 20 different projects. A social network for lawyers.

A way to track restaurant wait times. Nothing stuck.

Then one day he was too lazy to go grocery shopping. He looked for a service that would shop for him and deliver everything to his door.

Nothing good existed. The existing options were grocery store delivery services that only worked during specific windows, had limited selection, and required ordering days in advance.

Mehta wanted to order groceries the way he ordered everything else online — immediately, from whatever store he wanted.

He built a prototype in 2012 and applied to Y Combinator. The demo was rough — he ordered a six-pack of beer through the app and had it delivered to a YC partner's house during the application process.

It worked. He got in.

Instacart launched in the San Francisco Bay Area in 2013 with a simple promise: order from your favorite local grocery store and have someone shop for you and deliver within an hour.

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.

Instacart

Instacart grew by solving a problem one city at a time. They launched in San Francisco, proved the model, then expanded to other major metros.

Each new market required recruiting shoppers, signing up retailers, and building enough consumer density to make the economics work.

The COVID-19 pandemic was the inflection point. Grocery delivery went from luxury to necessity overnight.

In March 2020 Instacart announced it would add 300,000 shoppers, then raised that by another 250,000 weeks later. Order volume increased 500%.

Years of planned growth happened in weeks. The pandemic proved that grocery delivery wasn't a niche — it was the future of how a significant chunk of the population would shop.

The enterprise play is the long-term moat. By providing white-label technology to grocers, Instacart becomes embedded in their operations.

Even if a grocery chain wanted to build its own delivery service, they'd need years and hundreds of millions to replicate what Instacart provides. The more deeply integrated Instacart becomes in grocery operations, the harder it is to rip out.

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.

Instacart

The post-COVID hangover was brutal. After pandemic demand normalized, growth slowed dramatically.

The company's valuation dropped from a peak of $39 billion in early 2021 to about $10 billion at IPO in September 2023. Investors who bought at the peak saw a 75% paper loss.

The narrative shifted from "essential infrastructure" to "nice-to-have luxury."

Unit economics are perpetually tight. Paying a person to walk through a grocery store, pick items, bag them, and drive them to someone's house is expensive.

Unlike meal delivery (one restaurant, one bag), grocery delivery involves dozens of items per order, refrigeration requirements, and substitution decisions. Every order that requires a shopper to call the customer about an out-of-stock item eats into efficiency.

Amazon is the existential threat. Amazon Fresh, Whole Foods delivery, and Amazon's own logistics network represent a competitor with nearly unlimited resources and a Prime membership base of 200+ million.

Amazon has been willing to lose billions on grocery delivery to build market share. Instacart's advantage is retailer partnerships — Kroger and Publix use Instacart specifically because they don't want to help Amazon dominate grocery.

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.

Instacart

Instacart Marketplace — the core platform where consumers order groceries from 80,000+ stores for delivery or pickup, with personal shoppers fulfilling orders. Instacart+ — subscription service ($9.99/month) offering free delivery on orders over $35, reduced service fees, and credit back on pickup orders.

Instacart Ads — a retail media platform letting CPG brands run sponsored product listings, display ads, and coupons within the shopping experience. Instacart Platform (Enterprise) — white-label e-commerce technology that lets grocers build their own online ordering and fulfillment powered by Instacart's infrastructure.

Caper Cart — AI-powered smart shopping carts (from the 2021 Caper AI acquisition) with built-in screens, barcode scanners, and payment that let shoppers skip the checkout line.

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.

Instacart

Sequoia Capital was an early and consistent backer. Andreessen Horowitz invested in growth rounds.

D1 Capital Partners led the 2021 round that valued Instacart at $39 billion. Existing investors including Valiant Capital, T.

Rowe Price, Fidelity, and Tiger Global participated across rounds. Y Combinator was the starting point (Summer 2012 batch).

The September 2023 IPO on NASDAQ priced at $30 per share, valuing the company at approximately $10 billion.