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Cold-start problem

Concept · Growth

Cold-start problem

Why a network product is worth nothing until it is worth a lot, and how founders cross the gap

The first users arrive before the network does.

On February 4, 2004, Mark Zuckerberg launched thefacebook.com for Harvard students and nobody else. Five days later he told The Harvard Crimson that more than 650 students had registered and that he expected 900 by the next morning. It announced 1 million active users on December 1, 2004, opened to high school students in September 2005, and on September 26, 2006 lowered its registration age to 13. The early stages were built on groups of people who already knew one another.

In one sentence

The cold-start problem is that a product whose value depends on other users has almost no value when it launches, so its founders must build a small group that sustains itself before growth can begin.

A product like this has a problem no ordinary product has. Its value at launch is close to zero, because value is other people, and the people are not there yet. A stream of newcomers who arrive to find an empty room leave, and their departure makes the room emptier for the next arrivals.

Andrew Chen describes an atomic network as a minimum community dense and stable enough to grow. In his examples, fewer than ten people might be enough for a Slack team, while a credit-card network needed merchants and consumers across a city. These are examples, not universal size thresholds; the useful cluster depends on the product’s job and where participants need to find one another.

The cold-start problem is an adoption barrier, not proof that a network effect exists. A useful network effect means participants improve one another's experience after they arrive; a cold start is the work required to get the first useful group there. The founders choose where to start, whom to start with, and what to do by hand until the product can do it without them.

Forms of the cold-start problem

There are three common ways to get past an empty product. They can be combined, and each fits a different kind of network.

Dense beachhead

Launch to one group that already knows one another. Facebook began at Harvard and moved campus by campus, and Chen notes that later campuses got easier as friends at other schools began demanding the product.

01
Launch to one group that already knows one another. Facebook began at Harvard and moved campus by campus, and Chen notes that later campuses got easier as friends at other schools began demanding the product.
Seeded content

The founders supply the activity the users would otherwise supply. Reddit’s co-founders submitted all the early content under invented usernames so the site looked populated.

02
Forced adoption of the hard side

The company gives away or subsidizes the side that is hardest to attract. Bank of America mailed a ready-to-use credit card to 60,000 people in Fresno while it recruited about 300 local merchants.

03

A continuum, not a switch

Severity rises with the minimum number of participants needed for a useful experience. Slack needed under ten people in a team. A credit card needed a city’s consumers and merchants at once. The larger the threshold, the more the founders must build by hand.

LowProduct creates value with few participantsHighValue depends on a network that is absent
“Why new networks start empty.”
— Execemy

Why it matters

The cold start decides which products get the chance to have network effects at all. A network effect cannot begin until the product works for a small group, and that group is the only asset the founders control at launch. Uber’s 2019 filing described starting with supply to build marketplace liquidity and said incentives on both sides could reduce margins before sufficient scale.

Density matters more than headcount. Andrew Chen argues that growing city by city, campus by campus, or team by team can create relevant connections, raise engagement, and make referrals more likely. A national launch with a thousand scattered users in a thousand places produces none of this.

The methods that work are usually not scalable, and Chen says as much: launch in the simplest form, target a tiny network, and do whatever it takes even if it is unscalable or unprofitable. Reddit’s founders made up users. Uber’s local managers used an internal tool called Starcraft to text drivers to go to a train station where riders were gathering. These look like hacks, and they are deliberate bets on the earliest density.

Finally, the cold start shapes cost. Each subsidy or hand-built activity is paid for before revenue exists. A company that cannot say what happens when the subsidy stops is buying activity, not building a network.

Real-world examples

The same concept shows up in different ways across industries.

When it breaks

Solving the cold start by handing out the product can bring the wrong participants. The Fresno mailing was meant as a controlled experiment, but within months the bank heard that a competitor was planning a similar program and expanded fast. The 99% Invisible episode says fraud and theft were rampant, that the bank had mailed cards to basically every one of its customers in Fresno and then across California, and that about one in four cardholders were not paying their debts. The problem was not a lack of users. Bank of America had to set up a collections department and an anti-fraud unit, revoke cards from people who did not pay, and wait until 1961 for a profit. Federal law later made it illegal to mail cards to people who had not asked for them.

Reach does not substitute for density. Google said in 2018 that its consumer social network had not achieved broad adoption, and that nine in ten user sessions lasted fewer than five seconds. Google announced the shutdown of the consumer service. It did not say why sessions were short; the figure is consistent with visitors finding too little relevant activity, but does not prove that explanation.

Subsidies buy density that may not last. Uber’s filing said it had used driver incentives and consumer discounts, had incurred significant losses since inception, and faced rivals that could use incentives to weaken its liquidity advantage. The question after a cold start is whether users stay when an incentive ends. A network built on a payment is a rented one.

Key takeaways

  1. 01

    What is the smallest group that can complete the product's core job, and where can you reach that group densely? Define the unit before setting a launch target.

  2. 02

    Which missing activity can the team provide manually or subsidize, and what repeatable mechanism will replace it? Set an exit condition for each bridge.

  3. 03

    After seeding or incentives stop, do participants still find one another and return? Measure retained use and completed matches, not registrations alone.

Sources

  1. Hundreds Register for New Facebook Website · The Harvard Crimson, 2004-02-09. Launch ; more than 650 registered; 900 expected;
  2. Facebook at 15: How a college experiment changed the world · CNN, 2019-02. Timeline entries: Feb. 4, 2004 launch; Yale, Columbia and Stanford a month later; 1 million active users Dec. 1, 2004; high schools Sept. 2005; Sept. 26, 2006 registration age lowered to 13
  3. The Atomic Network (excerpt from The Cold Start Problem) · Andrew Chen, via Lenny’s Newsletter. Definition of the atomic network; Slack (under ten people); credit card launched citywide; Uber and Starcraft;
  4. The Fresno Drop (Episode 196, transcript) · 99% Invisible, 2016-01-19. 60,000 cards mailed in September 1958; about 300 merchants; competitor’s program; fraud and theft; one in four not paying; over 2 million cards and about $20 million lost by 1959; collections and anti-fraud units; profit in 1961; mailing ban; became Visa
  5. Reddit Co-founder Steve Huffman Sheds Light on the Early Days · Adweek, 2012-06-19. ; fake usernames
  6. Platform Competition in Two-Sided Markets · Journal of the European Economic Association, Vol. 1, No. 4, 2003-06. Section 1: and
  7. Uber Technologies, Inc. Form S-1 · U.S. Securities and Exchange Commission, 2019-04-11. Business overview ( incentives and negative margin; competitors’ incentives); Risk factors summary (incentives, significant losses)
  8. Project Strobe: Protecting your data, improving our third-party APIs, and sunsetting consumer Google+ · Google, The Keyword, 2018-10-08. Finding 1: low consumer adoption and ; Action 1: shutting down Google+ for consumers