AMF ADVISORS BLOG
Legendary Product Flops That Cost Companies Millions
Every one of these had real market research, real engineering, and real money behind it. Every one of them still failed — fast, publicly, and expensively. Here’s what actually happened, with the real numbers.
We wrote a post about bizarre business ideas that made millions — the Pet Rock, the Snuggie, Wordle. This is the other side of that coin. These eight products came from companies with real budgets, real research, and real confidence, and they still flopped hard enough to become case studies. The lesson isn’t that the ideas were stupid. It’s that even good engineering and big budgets can’t save a product that misreads its market, its timing, or its own customers.
1. New Coke
After 15 straight years of losing market share to Pepsi, Coca-Cola reformulated its 99-year-old recipe and launched “New Coke” in April 1985, backed by blind taste tests with roughly 200,000 consumers who mostly preferred the sweeter new formula. The backlash was immediate and enormous — complaint calls to Coca-Cola’s hotline spiked from about 400 a day to 1,500 by June. Just 79 days after launch, the company brought back the original recipe as “Coca-Cola Classic,” and hotline calls hit 31,600 in the two days after that announcement alone.
The strategic lesson: the taste tests measured sip preference in a lab, not brand loyalty or emotional attachment in the real world — the wrong metric drove one of the biggest consumer-goods decisions in history.
2. Crystal Pepsi
Clear cola, launched nationally in December 1992 on the strength of a “clear equals healthy” novelty pitch, actually opened strong — PepsiCo has said it captured roughly 1% of the entire US soft-drink market in its first year. But sales collapsed in year two as the novelty wore off and taste execution proved inconsistent, and Coca-Cola reportedly helped bury the category by launching Tab Clear as a deliberate spoiler brand. Production ended by late 1993. Creator David Novak, who later became CEO of Yum! Brands, has called it “the best idea I ever had, and the worst executed.”
3. Google Glass
Google’s $1,500 augmented-reality glasses sold out on their public release day in April 2014 — and Google killed the consumer program just nine months later, in January 2015, after backlash over the price and privacy concerns about being secretly recorded (wearers were nicknamed “Glassholes” in the press). Google has never disclosed how many units it actually sold, which is itself telling: most credible estimates put real ownership in the low hundreds of thousands at most.
Glass didn’t fully die, though — it pivoted to an Enterprise Edition used on factory floors by companies like Boeing and GE before Google finally discontinued that line too, in March 2023.
4. Segway
Segway launched with development costs exceeding $100 million and sky-high expectations — venture capitalist John Doerr predicted it would be “bigger than the internet,” and the company aimed to sell as many as 100,000 units in its first 13 months. It didn’t come close: over its entire 19-year production run, from 2001 to 2020, Segway sold roughly 140,000 units total. A $5,000-plus price tag, a real learning curve, and a string of bad publicity (including President Bush falling off one) never matched the hype. The company was acquired by China’s Ninebot in 2015, and the original Segway PT was discontinued in 2020.
5. Amazon Fire Phone
Amazon’s only smartphone launched in mid-2014 at $199 with a two-year AT&T contract, and was cut to 99 cents within weeks when it didn’t sell. Amazon disclosed a $170 million write-down tied directly to the phone in its Q3 2014 earnings, plus $83 million in unsold inventory still sitting on the books — a rare case where the actual financial damage is a matter of public record rather than estimate. The phone was locked to a single carrier, priced like a flagship without flagship differentiation, and its signature 3D “Dynamic Perspective” feature was widely seen as a gimmick. Amazon quietly discontinued it in September 2015.
6. Juicero
Juicero raised $120 million from top-tier venture capital firms to build a $400 Wi-Fi-connected juicing machine that squeezed proprietary juice packets. The company shut down in September 2017, about a year after its retail launch — not long after a Bloomberg investigation demonstrated that you could squeeze the juice packets by hand, just as fast, without the machine at all. It’s become a textbook case of over-engineering an expensive, connected solution to a problem nobody needed solved.
7. Quibi
Short-form streaming service Quibi raised $1.75 billion before launching in April 2020 — just weeks into COVID lockdowns, which gutted its core pitch of “quick bites of content for your commute.” The app also launched without TV-casting support, a strange omission for 2020, and its licensed content deals ran for only two years, which scared off potential acquirers when the company started sinking. It shut down about six months after launch with roughly 500,000 paying subscribers, against an internal projection of more than 7 million after year one.
8. McDonald's Arch Deluxe
McDonald’s spent more than $300 million on research, production, and marketing for the Arch Deluxe — a “sophisticated” adult burger priced above the Big Mac — making it, at the time, the largest promotional budget in fast-food history. The ad campaign leaned hard on the idea that kids wouldn’t like it, which read as alienating rather than aspirational to McDonald’s actual, family-built customer base. The burger was pulled by 2000. On the upside, McDonald’s reused the adult-market research from the campaign to develop its salad line — a $300 million flop that at least taught the company something useful.
None of these companies were run by fools — Coca-Cola, Google, Amazon, and McDonald’s all had the research budgets and talent to know better, and they still misjudged their markets. The common thread isn’t a lack of resources; it’s a gap between what the data said in a lab and what customers actually wanted in real life. Good bookkeeping won’t stop a bad product idea from failing. But knowing your real numbers early — before you’ve spent $300 million finding out the hard way — is exactly how you catch a Fire Phone before it becomes a write-down.
Know Your Numbers Before You Bet Big
Whether you’re launching something new or just trying to keep the lights on, clear financials are what tell you if an idea is working before it’s too late to change course. AMF Advisors helps small businesses build that clarity. Our Financial Reporting and Bookkeeping Services help you catch a flop’s warning signs in the numbers before it becomes a write-off. For more real business stories, see bizarre business ideas that made millions and the cash flow trap.