The $25 Billion Theft
Nobody Talks About.

In the payments industry, a "chargeback" is when a customer contacts their bank to reverse a transaction — bypassing the merchant entirely. The bank investigates and, if it sides with the customer, forcibly returns the funds. Originally designed to protect consumers from fraud, chargebacks have quietly become one of the most exploited mechanisms in digital commerce.

The numbers are staggering. Global chargeback volume reached 261 million transactions in 2025, representing $33.79 billion in disputed value — and both figures are accelerating. By 2028, analysts project chargebacks will hit 324 million transactions worth $41.69 billion, a 23% increase in just three years.^[6]

But buried inside that $34 billion global figure is a more troubling trend. What's driving chargebacks isn't primarily sophisticated cybercriminal operations stealing credit card numbers — it's ordinary consumers deliberately filing false claims for purchases they made and received. This is friendly fraud, also called first-party fraud, and it's now the dominant form of fraud facing merchants.

First-party fraud now represents 36% of all reported fraud globally, nearly tripling its share from just 15% in 2023. It represents a $132 billion risk to eCommerce annually, and 72% of eCommerce merchants reported increases in friendly fraud in 2024 alone.^[6] This isn't a niche problem anymore. It's a systemic one — and restaurants are on the front lines.

If the broader chargeback crisis is an epidemic, food delivery is the hotspot. The structural characteristics of the industry — high order volume, anonymous delivery, consumable products that disappear as soon as they're eaten, and a three-party relationship between customer, platform, and restaurant — make it uniquely vulnerable.

The numbers confirm it. Third-party delivery apps experience chargeback rates of approximately 3% — roughly 30 disputes per 1,000 orders. Compare that to restaurants' first-party ordering channels (their own apps or websites), where chargeback rates run between 0.1% and 0.2%. That's a 20x difference in dispute rates, driven almost entirely by the anonymity and complexity of third-party platforms.^[2]

The pandemic accelerated everything. Before COVID-19, restaurant chargebacks were a rounding error — fewer than 1 in 400 transactions. By 2023, that ratio had become 1 in 100. A four-fold increase in just a few years, driven by the explosion of delivery app usage and a generation of consumers who learned they could dispute purchases with little consequence.^[10]

And the direction of fraud is unmistakable: an estimated 86% of all food delivery chargebacks are probable cases of friendly fraud — customers disputing valid, fulfilled orders, not genuine theft or errors.^[5]

The fraudulent claims themselves follow a predictable playbook: customers report that food wasn't delivered, that items were missing, that there were hygiene problems, or that the order was unauthorized. Each claim is difficult to disprove without documentation. And in the absence of evidence, platforms and banks default to the customer.

There's another layer, too. Approximately one in three delivery drivers admit to stealing food during deliveries — and one in five customers suspect their order has been tampered with.^[9] Even in cases where a driver genuinely stole from an order, the chargeback dispute still lands on the restaurant's doorstep.

Here's the part that tends to surprise people outside the restaurant industry: when a customer files a chargeback on a delivery order, the restaurant — not the platform — almost always bears the cost.

DoorDash, Uber Eats, and Grubhub operate on a simple policy: if a customer claims a problem, the platform issues the refund and deducts it from the restaurant's next payout. There is no investigation. There is no opportunity for the restaurant to contest the claim before the money is already gone. DoorDash gives restaurants a 10-day window to dispute the charge after the fact. Most never do.

When you do the math, the impact is severe. Dispute settlements consume an estimated 2.5%–3% of operators' total revenue — and because delivery margins are already razor-thin (typically 10–15% after platform commissions), this represents roughly 20% of restaurants' delivery profit. For a restaurant generating $10 million a year, that's $200,000 to $500,000 in annual losses to unresolved disputes.^[7]

The challenge isn't just winning disputes — it's even trying. Over 70% of restaurants never dispute chargebacks from third-party platforms, because the process is too complex, too time-consuming, and too likely to fail without proper documentation.^[7] Card network processors charge merchants up to $100 in administrative fees per dispute, even if the merchant ultimately wins — meaning the cost of fighting often exceeds the value recovered. And even when restaurants do formally dispute a chargeback, the net win rate is a dismal 8.1%.^[6]

The relationship between delivery platforms and restaurants reached a legal boiling point in early 2024. On February 21st, Los Angeles County filed suit against Grubhub in LA Superior Court — on behalf of the People of the State of California — alleging that the company had been "deceptively and unilaterally charging restaurants when customers ask for a refund without verifying who was at fault."

The lawsuit is significant not just for its outcome, but for what it confirmed at a governmental level: the practices that individual restaurant operators had been complaining about for years were real, documentable, and legally actionable. Grubhub was not alone — the structural incentive for platforms to automatically refund customers (to preserve their ratings and consumer trust) at the expense of restaurant payouts is baked into the business model of every major delivery app.

New York City and Seattle have now implemented delivery commission caps and driver wage minimums. Seattle became the first U.S. city to protect gig workers from sudden platform deactivation. Regulation is slowly catching up to a market that moved faster than consumer protection law could follow — but in the meantime, restaurants are absorbing losses that neither the platforms nor regulators have fully resolved.

The image of friendly fraud as an occasional opportunistic consumer exaggerating a complaint is only part of the picture. At the higher end, food delivery fraud has professionalized into a criminal industry.

In France, two individuals were arrested in 2024 for allegedly defrauding a food delivery application of over 2 million euros between 2022 and 2024.^[3] In a separate documented case, a single fraudster created 800 fake accounts to exploit new-user promotional coupons, siphoning 1.5% of total monthly coupon redemption value from a single platform. Another bad actor accessed 400 different accounts on a single device, consuming thousands of dollars in promotions within 30 days. A single Samsung device was linked to over 200 accounts, fraudulently returning more than $5,000 worth of merchandise.^[3]

The most insidious schemes operate under the name "pizza plug" — organized networks in which a ringleader uses stolen credit cards to purchase meals at a deep discount, then resells those orders to real customers who pay cash and get cheap food, while the restaurant and the cardholder are left holding the loss. This is "Fraud as a Service" (FaaS): structured criminal operations that scale delivery fraud the same way legitimate businesses scale logistics.

Spoon by H, a critically regarded restaurant in Los Angeles, became one of the most cited cautionary tales in the industry. Chef Yoonjin Hwang's restaurant was forced to close in 2021 after what she described as a sustained campaign of fraudulent chargebacks — disputed charges that persisted for approximately a year, slowly eroding the restaurant's finances until closure was unavoidable. It was not an isolated incident. It was a preview.

The good news is that restaurants can win disputes — when they have the right tools. The data on automated dispute management is compelling, and the pattern across every successful implementation is the same: systematic evidence capture changes the outcome. This is precisely the problem PlatePal was built to solve.

Firehouse Subs — a chain with over 1,200 locations — partnered with an automated dispute management system and achieved an 82% win-back rate on delivery disputes, recovering an average of $297 per location per month. At scale, that's hundreds of thousands of dollars annually returned to the business.^[7]

The pattern repeats across the industry: restaurants that invest in systematic dispute management recover 80–90% of contested charges. Those that don't absorb the loss silently. The gap between these two groups — in recovered revenue, in profit margin, in long-term viability — has never been wider.

The common thread across every solution that works is evidence. Banks and platforms rule in favor of the claimant when there is no documentation to contradict them. But when a restaurant can demonstrate — with timestamps, photographs, and order receipts — that an order was prepared correctly and handed off to the courier, the dispute landscape changes entirely.

Approaches that work in practice include: automated dispute management software, tamper-evident packaging, and most powerfully, photographic documentation of every order at the moment of fulfillment — before the food ever leaves the kitchen. That last approach is the most effective because it addresses the dispute at its source. PlatePal was built around exactly this insight: a simple one-tap device that photographs every order before it leaves your kitchen, automatically links images to order tickets, and stores everything in the cloud — so that when a dispute arrives, you already have irrefutable evidence ready to submit. No scrambling, no memory, no guesswork. Just proof.