Seamless doing things that don't scale

In the late 1990s, the landscape of food delivery in corporate America was chaotic, inefficient, and decidedly analog. For law firms and investment banks in New York City, where associates and partners routinely worked late into the night, the process of ordering dinner was a frustrating ritual that involved rifling through drawers of paper menus, placing orders by phone, and dealing with the complexities of corporate expense accounts. It was in this environment that Jason Finger, a young attorney at the Manhattan law firm O’Sullivan Graev & Karabell, identified a problem that would lead to the creation of a $100 million business and forever change how Americans order food.

The Problem: Late Nights and Paper Menus

In 1999, Jason Finger was a 27-year-old first-year lawyer working the grueling hours typical of Manhattan law firms. Like many of his colleagues, he frequently found himself at his desk well past dinner time, hungry but unable to leave the office. The standard procedure for ordering food was cumbersome: attorneys would dig through collections of paper menus kept in desk drawers, call restaurants to place orders, and then deal with the hassle of paying with corporate credit cards or expense reimbursements.

“I was working at a law firm, and we were ordering food all the time,” Finger would later recall. “The process was incredibly inefficient.”

The inefficiency wasn’t just an inconvenience for hungry lawyers. It was also a significant administrative burden for the firms themselves. Each food order required processing receipts, managing expense reports, and reconciling corporate credit card statements. For large firms with hundreds of attorneys ordering meals several times a week, the administrative overhead was substantial.

Finger saw an opportunity to streamline this process. Along with his college friend Paul Appelbaum, he began to envision a web-based solution that would make ordering food more efficient for both the employees and the firms. This vision would eventually become SeamlessWeb (later shortened to Seamless), but the path from concept to successful business required a willingness to do things that didn’t scale.

The Manual Beginning: Building Trust One Order at a Time

While Finger and Appelbaum had a clear vision for a web-based food ordering platform, they faced a significant challenge: they needed to build relationships with both corporate clients and restaurants before they had a fully functional product. Their solution was to start with a manual process that would later be automated.

In the earliest days of SeamlessWeb, the “technology” behind the service was largely human-powered. Finger and Appelbaum personally approached law firms and investment banks in Manhattan, pitching them on a service that would simplify food ordering for their employees working late nights. Instead of a sophisticated online platform, they initially offered what was essentially a concierge service.

The process worked like this: When a law firm signed up for SeamlessWeb, the firm’s employees would call or email their food orders to Finger and his small team. SeamlessWeb would then manually place these orders with restaurants, arrange for delivery, and handle the payment process. This allowed corporate clients to consolidate all their food ordering into a single monthly bill, eliminating the need for individual expense reports and reimbursements.

For restaurants, Finger and Appelbaum served as intermediaries who brought them reliable corporate business. They would personally visit restaurants throughout Manhattan, explaining their service and convincing restaurant owners to accept orders through SeamlessWeb. In many cases, they would fax or call in orders to restaurants, essentially acting as a human interface between the corporate clients and the food providers.

This manual approach was labor-intensive and certainly didn’t scale, but it served several crucial purposes. First, it allowed SeamlessWeb to build relationships with both corporate clients and restaurants before investing heavily in technology. Second, it gave them insights into the pain points and requirements of both sides of the marketplace, informing the development of their eventual web platform. And third, it generated revenue and validated their business model from the very beginning.

Circumventing Restaurant Resistance

One of the most ingenious aspects of SeamlessWeb’s early strategy was how they navigated potential resistance from restaurants. Rather than trying to convince restaurant owners to change their operations or pay commissions from the start, Finger and Appelbaum initially positioned SeamlessWeb as a service that would bring restaurants more business without changing how they operated.

In the early days, when a SeamlessWeb employee called in an order to a restaurant, the restaurant might not even know that the order was coming through an intermediary. From their perspective, it was just another takeout or delivery order. This allowed SeamlessWeb to build a catalog of restaurant options for their corporate clients without having to secure formal partnerships with every restaurant.

As one industry observer noted, “They were such grinders. They would manually place orders with restaurants that weren’t even officially part of their network yet, just to ensure their corporate clients had access to the food they wanted.”

This approach was particularly important because many restaurant owners in the late 1990s were skeptical of technology and wary of new business models that might eat into their margins. By starting with a manual process that was invisible to the restaurants, SeamlessWeb was able to demonstrate value before asking for formal participation.

From Manual to Digital: Building the Platform

As SeamlessWeb gained traction with both corporate clients and restaurants, Finger and Appelbaum began to automate the process. They developed a web-based platform that allowed corporate employees to browse digital menus, place orders directly, and have the costs automatically billed to their employers.

The transition from a manual service to a technology platform wasn’t immediate. Instead, it happened gradually, with different aspects of the process being automated over time. Even as the customer-facing side became digital, many of the restaurant-facing operations remained manual for years, with SeamlessWeb employees calling or faxing orders to restaurants that weren’t yet equipped to receive digital orders.

This hybrid approach allowed SeamlessWeb to scale more quickly than if they had waited for full automation before launching. They could add new corporate clients and restaurants to their platform even if those restaurants weren’t technologically sophisticated, because SeamlessWeb was willing to handle the manual work behind the scenes.

Focusing on Corporate Clients: A Strategic Decision

A key aspect of SeamlessWeb’s early strategy was their focus on corporate clients rather than individual consumers. This decision, which might seem counterintuitive given the eventual consumer-facing nature of food delivery apps, was actually a brilliant approach for several reasons.

First, corporate clients represented concentrated demand. A single law firm or investment bank might have hundreds of employees ordering food regularly, meaning that signing one corporate client could bring the equivalent business of hundreds of individual consumers.

Second, corporate clients had predictable ordering patterns. Lawyers and bankers working late typically ordered dinner between 7 and 9 PM on weeknights, creating a reliable flow of orders that restaurants could count on.

Third, corporate clients solved the payment problem. Instead of having to process individual credit card payments for each order, SeamlessWeb could bill corporate clients monthly, simplifying the financial side of the business and reducing transaction costs.

And perhaps most importantly, corporate clients had a strong incentive to use a service like SeamlessWeb because it solved significant administrative headaches around expense management. For a law firm spending hundreds of thousands of dollars annually on employee meals, the efficiency gains from centralizing food ordering were substantial.

This focus on corporate clients allowed SeamlessWeb to build a sustainable business model before eventually expanding to serve individual consumers. By the time they did open their platform to the general public in 2005, they had already established a robust network of restaurants and a reliable technology infrastructure.

The Growth Flywheel: Network Effects in Action

As SeamlessWeb transitioned from a manual service to a technology platform, they began to benefit from powerful network effects. Each new corporate client they added made their service more attractive to restaurants, and each new restaurant they added made their service more valuable to corporate clients.

This virtuous cycle accelerated their growth, but it was built on the foundation of those early, unscalable efforts. The relationships Finger and his team had established through their manual operations gave them the initial momentum needed to create these network effects.

By 2006, SeamlessWeb was processing over $100 million in food orders annually. The company had expanded beyond its initial base of law firms to serve a wide range of corporate clients, including investment banks, consulting firms, and technology companies. They had also expanded geographically, moving beyond Manhattan to serve corporate clients in other major cities.

Lessons from SeamlessWeb’s Manual Beginnings

The story of SeamlessWeb’s evolution from a manual food ordering service to a technology platform offers several valuable lessons for entrepreneurs:

1. Start with manual processes to validate your concept: By beginning with a labor-intensive but functional service, Finger and Appelbaum were able to prove their business model before investing heavily in technology.
2. Focus on solving a specific, acute pain point: SeamlessWeb targeted the particular frustrations of food ordering in corporate environments, rather than trying to revolutionize food delivery for everyone at once.
3. Build relationships on both sides of a marketplace: Their early efforts to personally connect with both corporate clients and restaurants laid the groundwork for the network effects that would later drive their growth.
4. Be willing to be the human interface: In the early days, SeamlessWeb employees were essentially the “technology” behind the service, manually facilitating transactions that would later be automated.
5. Choose strategic initial customers: By focusing on corporate clients rather than individual consumers, SeamlessWeb was able to acquire concentrated demand and solve payment challenges from the beginning.

The Legacy of Seamless

SeamlessWeb, which later rebranded as simply Seamless, continued to grow throughout the 2000s. In 2006, the company was acquired by Aramark, a food service company, for an undisclosed sum reported to be around $100 million. Finger stayed on as CEO until 2010, guiding the company through significant expansion.

In 2012, Seamless was spun off from Aramark, and in 2013, it merged with GrubHub, another online food ordering platform. The combined company, which kept both the Seamless and GrubHub brands, went public in 2014 with a valuation of approximately $2.7 billion.

Today, the food delivery landscape that Seamless helped pioneer is dominated by apps like DoorDash, Uber Eats, and the merged GrubHub/Seamless entity. The industry has grown far beyond its origins in corporate dining to become a ubiquitous part of how people eat.

But the fundamental insight that drove Seamless’s early success remains relevant: sometimes, the best way to build a technology company is to start with human-powered processes that don’t scale. By being willing to manually place food orders, personally visit restaurants, and gradually automate their operations, Jason Finger and his team built a company that transformed an industry.

The Human Touch in a Digital World

Perhaps the most enduring lesson from Seamless’s story is the value of the human touch in building digital businesses. In an era where founders often rush to automate everything from day one, Seamless’s willingness to do things manually in their early days gave them insights and relationships that technology alone couldn’t provide.

As Jason Finger reflected years later, “When we first started Seamless, we were focused on delivering food to law firms in the evenings. People said, ‘Well, how big is the market for law firms ordering dinner?’ But we weren’t building a business just for law firms ordering dinner. We were building a business that would transform how people interact with restaurants.”

That transformation began not with sophisticated algorithms or mobile apps, but with a simple willingness to solve a problem manually, one food order at a time. It’s a reminder that behind every successful technology platform, there’s often a period of unscalable, human-centered work that laid the foundation for what was to come.

In the case of Seamless, that foundation was built on late nights, paper menus, and the determination of a young lawyer who thought there had to be a better way to order dinner at the office. From those humble beginnings emerged a company that would forever change how Americans think about food delivery, proving that sometimes the most revolutionary ideas start with the most mundane problems—and the willingness to solve them by hand before building the technology to scale.