Case Study: Fast — How to Burn $125M in Two Years

Fast is the purest cautionary tale in this wiki. Founded in March 2019, the one-click checkout startup raised $124.5M (led by Stripe), grew to 480 employees, generated $600K in annual revenue, and shut down on April 5, 2022 — just six days after journalists published the real numbers. For every $1 Fast earned, it spent $166. If WeWork is the failure case for hubris at scale, Fast is the failure case for building a company before building a product.

Timeline

DateEventScale
Mar 2019Founded by Domm Holland + Allison Barr Allen2 co-founders
Oct 2019$2.5M pre-seed (Index, Susa)~10 people
Mar 2020$20M Series A led by Stripe ($180M valuation)
Nov 2020Reports of ~$1B valuation~90 employees
Jan 2021$102M Series B (Stripe + Addition, Kleiner Perkins)
Mar 2021Headcount doubles in 5 months~180 employees
Nov 2021480 employees (jumped from 337 in one day)$600K annual revenue
Dec 2021CFO institutes hiring freeze; CEO ignores itInternal conflict
Feb 2022NPR publishes CEO’s “checkered past”7 weeks before shutdown
Mar 29, 2022The Information publishes revenue/burn numbers
Apr 5, 2022Complete shutdown — all 450 employees laid off6 days from exposure to death
Apr 15, 2022Fast Checkout permanently discontinued

Total lifespan: 3 years. Total raised: ~$124.5M. Total revenue: ~$600K.

The Founders

  • Domm Holland (CEO) — Australian, self-taught engineer. Previously founded Tow.com.au (“Uber of towing”), which collapsed owing $5.7M AUD to small towing businesses. When Tow ran out of funds, Holland planned to sell 21,000+ users’ personal data until the Australian government forced him to stop. Earlier, he bought the domain Qant.as for $20, redirected it to a Qantas competitor, and claimed a $1.3M sale. NPR’s February 2022 investigation headlined: “He reinvented himself in Silicon Valley. Ex-associates say he’s running from his past.”
  • Allison Barr Allen (COO) — Former Head of Global Product Operations at Uber. Helped scale Uber from 2,000 to 26,000+ employees. Launched payments, risk, and compliance products. Met Holland on Twitter in 2019.
  • Joshua Abulafia (third co-founder) — Pushed out after ~1 year over finance/direction disputes.

The founder dynamic matters: Allen brought genuine operational credibility from Uber. Her presence made the company fundable. But operational experience at a company that already has PMF doesn’t transfer to one that doesn’t.

Mapping to Frameworks

unit-economics: The Math That Never Worked

Fast’s business model was a 2.5-3% processing fee on each checkout transaction. At an average order value of $220, that’s $5.50-$6.60 per order.

The fatal math:

  • Monthly burn: $10M
  • Revenue per order: ~$6
  • Orders needed to cover burn: 1.5-1.8 million per month
  • Actual monthly orders: ~8,000

They were off by a factor of 200x. Even with rapid growth, the gap was unbridgeable. This isn’t a “we need to scale” problem — this is a “the business model doesn’t work” problem. At 8,000 orders/month, Fast would need to grow 200x just to break even on operating costs, ignoring all the infrastructure and R&D investment needed to get there.

Compare: competitor Bolt generated $40M in revenue during the same period. Fast generated $600K. Same market, 66x difference in traction.

product-market-fit: The Product Nobody Needed

The fundamental problem: one-click checkout was already solved.

  • Amazon had one-click checkout since 1999 (patent expired 2017)
  • Apple Pay and Google Pay already provided one-click mobile checkout
  • Shopify’s Shop Pay was free and integrated natively with 1.7M+ merchants
  • PayPal offered one-click for its 400M+ accounts

Fast was selling a paid solution to a problem that incumbents had already solved for free or near-free. The checkout button was also buggy — merchants found it hard to integrate, and some reported it didn’t always function. Engineers described integration on merchant sites as “challenging.”

Fast claimed a 60% conversion boost for merchants — but this was the conversion rate of users who chose Fast checkout vs. other methods, not a net uplift. The merchants who most needed checkout optimization were already on Shopify (Shop Pay) or big enough to use Apple Pay/Google Pay.

scaling: The Canonical Premature Scale

Fast’s headcount tells the story:

DateEmployeesRevenue/Employee
Oct 2019~10
End 2020~90~$6,700/yr
Mar 2021~180~$3,300/yr
Nov 2021480$1,250/yr

On November 13, 2021, Fast’s headcount jumped from 337 to 480 — a 42% spike in a single day. Revenue per employee at that point: $1,250/year. For context, a single senior engineer cost $200-240K base salary plus $20-50K signing bonus.

This is Default Dead at its most extreme. There was never a path to profitability at this headcount — or at any headcount — without 200x growth in transaction volume.

startup-failure-modes: Every Anti-Pattern in the Playbook

1. Spending as strategy. Fast paid The Chainsmokers $1 million for a concert at a retail conference. That was 1.7x their entire 2021 annual revenue — on a single party. The event was later postponed due to Omicron, and the rebooking emails went unanswered. An employee described the culture: “It was like, ‘how quickly can we set money on fire?‘”

2. Metrics theater. Fast’s Series A deck reportedly lacked quantitative metrics, relying on qualitative user testimonials. Internal equity spreadsheets shown to employees projected valuations of $750M to $12B. When your projections range 16x, you have no model — you have a fantasy.

3. Wrong GTM. Fast targeted small-to-medium businesses, each requiring custom integration work. For a payment processing business that needs billions in volume, this is fatal. They attempted to pivot to enterprise but onboarded only one enterprise customer before shutting down.

4. Internal conflict. The CFO instituted a hiring freeze in December 2021. The CEO was still publicly talking about growth in January 2022. When the finance team and the CEO disagree on whether the company is dying, the company is dying.

5. Investor conflict. Stripe led both the Series A and Series B — but Stripe also runs Stripe Checkout and later launched Stripe Link, a direct one-click competitor built natively into its 3M+ merchant ecosystem. Bolt CEO Ryan Breslow publicly called Stripe and YC “the mob bosses of Silicon Valley,” alleging Stripe funded Fast to destabilize Bolt. Holland later said on the 20VC podcast: “Having too high a burn is what killed our company” — but the structural conflict remains: Stripe gained intelligence into Fast’s merchant data and conversion rates, useful for building its competing product.

6. Product quality theater. NPR tested 50 e-commerce sites and found the Fast checkout button missing from 19 of them. The largest merchant had only 500-1,000 daily sales. EU PSD2/SCA regulations mandating 2-factor authentication made “one-click” potentially non-compliant anyway.

7. Silent COO exit. Co-founder Allison Barr Allen — whose Uber credibility made Fast fundable — went silent on all internal channels and was removed from corporate filings before March 7, 2022. Employees were not informed. A month later, the company was dead.

8. The Nigerian engineers. Fast’s earliest engineers were hired in Nigeria at $800/month, then fired without notice — removed from Slack overnight. One said: “He fired everyone from Nigeria. He completely erased us even though we built the first version of the app he was demo-ing to VCs.”

fundraising: The ZIRP Cautionary Tale

Fast raised during the zero interest rate era of 2020-2021, when venture capital was essentially free:

  • $20M Series A (March 2020) at ~$180M valuation — on minimal traction
  • $102M Series B (January 2021) — checkout startups raised $900M+ in January 2021 alone

The implicit assumption: if growth stalls, raise again. The ZIRP era made this assumption reasonable — until it wasn’t. When interest rates rose and tech sentiment shifted in early 2022, Fast’s failed Series C attempt was the death blow. The company went from “next round will save us” to dead in weeks.

This is the Drake Equation in action: if any single variable hits zero, the entire chain collapses. Fast’s “ability to raise next round” variable went from 0.9 to 0.0 overnight.

Fast belongs to a cohort of ZIRP-era overfunded collapses:

CompanyRaisedWhat Happened
Fast$125M$600K revenue, shut down Apr 2022
IRL$170M at $1.17B95% of “20M MAUs” were bots, shut down 2023
Convoy$260M at $3.8BFreight brokerage couldn’t pivot to profit, shut down Oct 2023
Quibi$1.75B500K subscribers vs millions needed, shut down after 6 months

The common pattern: massive capital during ZIRP created a “money fog” where vanity metrics (headcount, press mentions, sponsorships) replaced real business metrics. Fast’s hockey-stick charts measured employee headcount, not revenue.

founder-psychology: The Pattern

Domm Holland’s career shows a recurring pattern:

  1. Tow.com.au — aggressive growth, Deloitte Tech Fast 50 winner, then collapse owing $5.7M to small businesses
  2. Data selling — attempted to monetize 21,000+ users’ data when funding ran out
  3. Fast — aggressive growth, VC darling, then collapse leaving 450 employees jobless

The pattern: initial hype and aggressive marketing, followed by operational collapse, followed by others bearing the cost. The 1,000+ small merchants who integrated Fast checkout had to rip it out. The small towing businesses in Australia were never repaid. Due diligence on founders matters — and Holland’s history was publicly available.

His shutdown tweet: “Start-ups fail for many reasons, of which Fast obviously was not immune. But decisions made that lead to this outcome which I take responsibility for.”

Also: “Sometimes trailblazers don’t make it all the way to the mountain top. But even in those situations, they pave a way that all others will follow.” — framing a $125M bonfire as trailblazing.

The 6-Day Collapse

The speed of Fast’s death is instructive:

  • Day 1 (Mar 29): The Information publishes real revenue/burn numbers
  • Day 2 (Mar 30): Reports of mass layoffs
  • Day 3 (Mar 31): Hiring freeze announced internally
  • Day 4 (Apr 1): Early engineers start departing
  • Day 7 (Apr 5): Complete shutdown, all 450 laid off

When a startup’s survival depends on narrative rather than revenue, a single article can kill it. Fast couldn’t survive transparency.

One bright spot: Affirm extended job offers to ~100 of Fast’s 150 engineers. The talent was real — the business wasn’t.

Fast vs. WeWork: The Two Failure Modes

DimensionWeWorkFast
Total raised$10B+$125M
Revenue at peak$1.8B$600K
Core problemBad unit economics at scaleNo product-market fit at all
Burn ratio$1.9B loss on $1.8B revenue$120M loss on $600K revenue
Employees12,500+480
Warning signs visible?Yes (S-1 filing)Yes (no public metrics)
Time to death after exposureMonths (IPO pulled)6 days
Founder patternCharisma masking poor economicsHype masking no traction

WeWork at least had revenue and customers. Fast had almost nothing. WeWork is what happens when you scale bad economics. Fast is what happens when you scale before having economics at all.

The Counterintuitive Lessons

  1. Revenue is not optional. $600K in revenue after $125M in funding isn’t a “we’ll get there” situation — it’s proof the product doesn’t work. No amount of hiring fixes zero demand.

  2. Your investor can be your competitor. Stripe invested $120M+ in Fast while running Stripe Checkout. Founders should ask: why is this investor funding me? If the answer might be “to neutralize a threat,” that’s not alignment.

  3. Headcount is not progress. 480 employees generating $600K in revenue means each employee generated $1,250/year. A single freelancer with a Shopify plugin would have outperformed the entire company.

  4. Due diligence on founders works both ways. Holland’s pattern — Tow.com.au collapse, data selling scandal — was publicly available. Investors who did diligence on the market apparently skipped diligence on the operator.

  5. The ZIRP trap. Easy money enables companies to substitute fundraising for revenue. When the money supply tightens, these companies don’t “get efficient” — they die, because there was never a business underneath.

  6. Narrative fragility. If your company can’t survive a journalist publishing your real numbers, your company is built on a lie. Fast died in 6 days because the story was all there was.

  7. Free beats paid in infrastructure. One-click checkout was already free (Apple Pay, Google Pay, Shop Pay). Selling a paid version of something that’s free requires 10x superiority. Fast’s buggy button wasn’t even 1x.

See Also

Sources