“Only 3 left” is not a design pattern. It is a factual claim about your inventory, and US law requires you to have a reasonable basis for it before you publish it. The same is true of a countdown timer, a “12 people are viewing this” counter, and a strikethrough price.

That framing changes the conversation entirely. The question is not whether urgency is manipulative, which is a matter of taste. It is whether the specific assertion on the page is true, which is a matter of evidence, and the standard for that evidence was set in 1984 and has never been withdrawn.

There is also a regulatory status here that most published advice gets wrong, so it is worth stating early: the federal cancellation rule everyone wrote about in 2024 was vacated in 2025 and never took effect. What replaced it is not nothing, and the details matter.

The rule that governs all of it

Before any specific practice, one doctrine covers the whole field, and it is stricter than most marketers realise.

The requirement. Advertisers must “have a reasonable basis for advertising claims before they are disseminated.”

The consequence of not having one. “A firm’s failure to possess and rely upon a reasonable basis for objective claims constitutes an unfair and deceptive act or practice in violation of Section 5 of the Federal Trade Commission Act.”

And the timing is the part people miss. “The reasonable basis doctrine requires that firms have substantiation before disseminating a claim.” Not on request. Not if challenged. Before.

With the enforcement position stated plainly. “As a matter of law, firms lacking a reasonable basis before an ad is disseminated violate Section 5 of the FTC Act and are subject to prosecution.”

Which is what makes urgency a factual question. A timer says the offer ends. A stock counter says inventory is low. A viewer count says people are looking. Each is an objective assertion, and each therefore needs to be true before it appears.

And deception has a defined test. A representation “likely to mislead the consumer acting reasonably in the circumstances, to the consumer’s detriment”, where the representation is material, meaning “likely to affect the consumer’s conduct or decision”. Urgency claims are material almost by definition, because their entire purpose is to change the decision.

Urgency marketing devices reframed as objective factual claims requiring substantiationReframing of common urgency and scarcity marketing devices as objective factual claims subject to the advertising substantiation doctrine rather than as design choices subject to taste. The substantiation doctrine, set out in a policy statement issued in 1984 and never withdrawn, requires that advertisers have a reasonable basis for advertising claims before those claims are disseminated, states that a firm’s failure to possess and rely upon a reasonable basis for objective claims constitutes an unfair and deceptive act or practice in violation of section five of the trade commission act, and states that as a matter of law firms lacking a reasonable basis before an advertisement is disseminated violate that section and are subject to prosecution. The timing element is decisive, since the doctrine requires substantiation to exist before dissemination rather than to be produced on request or when challenged. Applying this to specific devices, a countdown timer asserts that the offer terminates at a stated moment, a low stock indicator asserts a specific inventory position, a high demand message asserts a level of purchasing activity, a live viewer counter asserts that a stated number of people are presently viewing the page, and a strikethrough price asserts that the crossed out figure was a genuine former price. Each of these is an objective assertion capable of being true or false and therefore requires a reasonable basis held in advance. The deception standard applied to such claims comprises a representation, omission or practice likely to mislead a consumer acting reasonably in the circumstances to that consumer’s detriment, where the representation is material, materiality being defined as likely to affect the consumer’s conduct or decision regarding a product or service. Urgency claims satisfy the materiality element almost by definition, since their stated purpose in conversion practice is precisely to alter the consumer’s decision.Each device is an assertion of factWhat is on the pageWhat it asserts, and must be true before publishingCountdown timerThis offer terminates at that moment”Only 3 left”Inventory currently stands at three”20 people have this in their cart”Twenty people have it in their cart”12 viewing this page”Twelve people are viewing it right nowStrikethrough priceThat figure was a genuine former priceThe timing rule that catches everyone”The reasonable basis doctrine requires that firms have substantiation before disseminating a claim.” Not on request.And materiality is easy to establish here: changing the decision is the entire point of the device.
Each device asserts a fact. Substantiation has to exist before publication, not on request. Source : FTC Policy Statement Regarding Advertising Substantiation, 1984, and Policy Statement on Deception, 1983 (1984)

What the regulator has actually named

The FTC catalogued these practices in a staff report, which is guidance rather than binding law, but it tells you precisely what the agency is looking at.

The definition. Dark patterns are “design practices that trick or manipulate users into making choices they would not otherwise have made and that may cause harm.”

The four categories. Design elements that induce false beliefs; that hide or delay disclosure of material information; that lead to unauthorized charges; and that obscure or subvert privacy choices. Urgency and scarcity sit in the first.

And the report names the specific mechanisms. Panelists discussed “countdown timers on offers that are not actually time-limited, claims that an item is almost sold out when there is actually ample supply, and false claims that other people are also currently looking at or have recently purchased the same product.”

The taxonomy is unusually concrete. A “Baseless Countdown Timer” is described as “creating pressure to buy immediately by showing a fake countdown clock that just goes away or resets when it times out.” A “False Low Stock Message” is “saying inventory is low when it isn’t.” A “False Activity Message” is “making false claims about others’ activity on a site or interest in a product.”

Note the word doing the work in every one of them. False. Baseless. When it isn’t. The report is not against timers or stock counters. It is against untrue ones.

And on strikethrough pricing there is an actual regulation, not a report. A former price provides a legitimate basis for comparison if it “is the actual, bona fide price at which the article was offered to the public on a regular basis for a reasonably substantial period of time.” An inflated price “established for the purpose of enabling the subsequent offer of a large reduction” makes the bargain “a false one.”

The regulator’s taxonomy of false scarcity, false urgency and false social proof practicesThe taxonomy of scarcity, urgency and endorsement related design practices set out by the trade commission in its staff report on dark patterns published in September 2022, which defines such patterns as design practices that trick or manipulate users into making choices they would not otherwise have made and that may cause harm, and organises them into four categories of which design elements inducing false beliefs is the first. Within scarcity, the report identifies the false low stock message, described as creating pressure to buy immediately by saying inventory is low when it is not, with the illustrative example of a statement that only one item remains in stock; and the false high demand message, described as creating pressure to buy immediately by saying demand is high when it is not, with the illustrative example of a statement that twenty other shoppers have the item in their cart. Within urgency, it identifies the baseless countdown timer, described as creating pressure to buy immediately by showing a fake countdown clock that simply disappears or resets when it times out, with the illustrative example of a stated offer ending in fifty nine minutes and forty eight seconds; the false limited time message, described as creating pressure by stating that an offer is good only for a limited time or that a deal ends soon, but without a deadline or with a meaningless deadline that resets when reached; and false discount claims, described as creating pressure by offering a fake discounted or sale price. Within endorsements, it identifies false activity messages, described as making false claims about others’ activity on a site or interest in a product, with the illustrative example of a statement that twenty four other people are viewing a listing. The report’s annotated screenshot caption states that a fake countdown clock pressures the reader to buy immediately but simply disappears or resets when it times out. Every entry in the taxonomy is defined by the falsity of the assertion rather than by the presence of the device.The regulator’s own taxonomyNamed practiceHow it is describedTheir exampleFalse Low Stock Message”saying inventory is low when it isn’t""Only 1 left in stock”False High Demand Message”saying demand is high when it isn’t""20 other shoppers”Baseless Countdown Timer”just goes away or resets when it times out""Offer ends in 00:59:48”False Limited Time Message”a meaningless deadline that just resets”False Activity Messages”false claims about others’ activity on a site""24 other people are viewing”Notice the word doing the work in every single entryFalse. Baseless. When it isn’t. The report is not against timers, stock counters or viewer counts. It is against untrue ones,which means a true one is a legitimate device and a fabricated one is a claim you cannot substantiate.
The report is not against timers or stock counters. Every entry turns on the word false. Source : FTC staff report, Bringing Dark Patterns to Light, September 2022 (2022)

What a real case looks like

The most instructive enforcement document on this subject is a state settlement, and its detail is worth reading because it shows exactly how these numbers get generated.

The case. In March 2022 an online travel agency agreed to pay “$2,600,000.00 in disgorgement and costs” to settle a state action over its urgency messaging.

The stock message was arithmetic on the search box. The company “added 1 to the number of tickets the consumer had searched for” and displayed that as remaining supply. “Thus, a consumer searching for one ticket would see a message stating ‘Only 2 tickets left’ at the offered price, while a consumer searching for two tickets would see a message stating ‘Only 3 tickets left’.”

The timer was unconnected to anything. “The time left in the running countdown timer was arbitrary and unrelated to the availability of tickets. Fareportal did not reserve tickets for the consumer while the timer was counting down.” And the offer survived the timer: “the consumer could complete the purchase after the time had expired.”

The hotel occupancy figure was a random number in a band. If check-in was more than 30 days out, the message showed “between 0-40% of available rooms were already reserved”. Under seven days out, “between 81-99%”.

And the viewer count is the detail worth remembering. The number of people supposedly viewing hotels in the area “was the difference between the numerical value of the dollar figure and the numerical value of the cents figure” of an unrelated hotel rate. “For example, if the nightly rate of the fifth hotel returned in the search was $195.63, Fareportal represented to consumers that 132 (195-63=132) people were viewing hotel listings in the area.”

Why this matters beyond the anecdote. None of these required a decision to deceive. Each was a plausible-looking implementation choice made by someone building a feature. That is how most of these claims come into existence, and it is why the substantiation question belongs in the build, not in a later review.

Generation methods behind urgency claims in an enforced state settlementThe methods by which four categories of urgency and social proof claim were generated in an online travel agency subsequently settled with a state attorney general in March 2022 for two million six hundred thousand dollars in disgorgement and costs, each method being disconnected from the fact the claim asserted. The low stock claim was generated by adding one to the number of tickets the consumer had searched for and displaying the result as remaining availability at the offered price, so that a consumer searching for one ticket saw a message stating only two tickets left while a consumer searching for two tickets saw only three tickets left. The countdown timer displayed alongside a message urging booking before tickets ran out was described as arbitrary and unrelated to ticket availability, with no tickets reserved for the consumer during the countdown, another consumer able to purchase the same tickets at any point, and the consumer able to complete the purchase after the timer expired unless the reservation system reported a change. The hotel occupancy claim, stating the percentage of rooms already reserved, was a computer generated random number within a range determined by the proposed check in date, showing between zero and forty percent reserved where check in was more than thirty days away and between eighty one and ninety nine percent where check in was less than seven days away. The viewer count claim, stating how many people were viewing hotels in the area, was computed as the difference between the numerical value of the dollar figure and the numerical value of the cents figure of the nightly rate of the fifth hotel returned in the search, so that a nightly rate of one hundred and ninety five dollars and sixty three cents produced a representation that one hundred and thirty two people were viewing listings. A further category of message purporting to show how many consumers had purchased travel protection likewise reflected computer generated random numbers rather than actual purchase counts.How the numbers were actually producedWhat the visitor sawHow the number was generated”Only 2 tickets left”The number of tickets you searched for, plus one.Search for two, and it said three.A running countdown”Arbitrary and unrelated to the availability of tickets.”Nothing was reserved. The purchase worked after expiry.”% of rooms reserved”A random number in a band chosen by check-in date.Over 30 days out: 0 to 40%. Under 7 days: 81 to 99%.“132 people viewing”The dollars minus the cents of an unrelated hotel rate.$195.63 became 195 - 63 = 132 people.Why this is not a story about bad actorsEach of these is a plausible implementation choice made by somebody building a feature. That is how the claims arise.
Four claims, four generation methods, none connected to the fact being asserted. Source : New York Attorney General, Assurance of Discontinuance, Fareportal Inc., 16 March 2022 (2022)

What has not been enforced, stated honestly

It would be easy to imply a federal enforcement record here. There is not one yet, and the distinction is worth making.

No completed federal action on these practices was found. Searching the record, no concluded FTC matter with a judgment or monetary settlement rests primarily on baseless countdown timers or false low-stock messages.

There is a pending one. In June 2026 the FTC filed suit alleging, among other things, that a subscription app displayed “a 10-minute countdown timer, creating a sense of urgency”, and that a discount wheel offered to hesitating users “consistently offers the largest possible discount, 67% off, and engaging the wheel resets the countdown timer.”

But those are allegations. The case is unresolved and there is no monetary judgment. It should be described that way and no further.

So the accurate summary is this. The FTC has named the practice as deceptive in a staff report, and has now sued over it. State attorneys general have already settled cases over it with money changing hands. That is a different risk profile from a mature federal enforcement record, and it is trending in one direction.

The rule that was vacated, and what actually applies

This is the status correction that matters most, because a great deal of advice published in 2024 and 2025 is now describing a rule that does not exist.

What happened. The FTC’s 2024 negative option rule, widely known as click-to-cancel, was vacated in full by the Eighth Circuit on 8 July 2025, days before its compliance date. The court found the Commission had failed to conduct a required preliminary regulatory analysis, and declined to reach the substantive challenges: “the procedural deficiencies of the Commission’s rulemaking process are fatal here.”

It never took effect. The vacatur reinstated the previous rule, first promulgated in 1973, and the FTC formally recodified that older text in February 2026. The current regulation covers prenotification plans, the old book-club model, and does not reach an ordinary online auto-renewing subscription.

The FTC has started again, and that is all. An advance notice of proposed rulemaking was published in March 2026. An advance notice is not a proposed rule and not a final rule. Do not plan around it as though click-to-cancel is returning on a schedule.

But the underlying statute never went anywhere. For any online negative option transaction, the law still requires clear and conspicuous disclosure of “all material terms of the transaction before obtaining the consumer’s billing information”, “express informed consent” before charging, and “simple mechanisms for a consumer to stop recurring charges.”

And it has teeth. In September 2025, after the rule was vacated, a $2.5 billion settlement was reached over subscription enrolment and cancellation practices, comprising a $1 billion civil penalty and $1.5 billion in consumer redress, brought under that statute and the FTC Act. The vacatur did not disarm anyone.

Meanwhile the state layer got stricter. California’s automatic renewal law, as amended, became operative on 1 July 2025 and requires among other things that an online subscriber be able to cancel online without steps that obstruct or delay it. New York’s provision requires a cancellation mechanism as easy to use as the one used to subscribe, through the same medium. The federal rule died; those obligations did not.

Legal requirements applying to an auto renewing subscription following vacatur of the 2024 federal ruleThe legal requirements applying to an online automatically renewing subscription in the United States following the vacatur of the 2024 federal negative option rule, and the status of that vacated rule. The 2024 rule, widely known as click to cancel, was vacated in full by the Eighth Circuit Court of Appeals on the eighth of July 2025, days before its compliance date, on the ground that the Commission had failed to conduct the preliminary regulatory analysis required by statute after its initial estimate of economic impact proved incorrect. The court expressly declined to reach the substantive challenges, stating that the procedural deficiencies of the rulemaking process were fatal, and rejected party specific vacatur as infeasible given the breadth of the rule’s coverage. The rule therefore never took effect. The vacatur reinstated the previous rule first promulgated in 1973, which the Commission formally recodified in February 2026 and which covers only prenotification plans of the kind used by book and record clubs, not ordinary online subscriptions. An advance notice of proposed rulemaking was published in March 2026, which is neither a proposed rule nor a final rule. What continues to apply comprises four layers. The first is the statute governing online negative option transactions, in force since 2010, requiring clear and conspicuous disclosure of all material terms before obtaining billing information, express informed consent before charging, and simple mechanisms to stop recurring charges. The second is the general prohibition on unfair or deceptive acts or practices. The third is the recodified 1973 prenotification rule, in force but narrow. The fourth is state automatic renewal legislation, which is now stricter than federal law on cancellation, with California requiring online cancellation without obstructing or delaying steps and New York requiring a cancellation mechanism as easy to use and in the same medium as the one used to subscribe. A settlement of two point five billion dollars reached in September 2025, after the vacatur, demonstrates that enforcement continued under the statute and the general prohibition.The rule everybody wrote about is not lawVacated in full, 8 July 2025, days before its compliance date”The procedural deficiencies of the Commission’s rulemaking process are fatal here.” It never took effect.What does apply to an auto-renewing subscription today1. The statute, in force since 2010Material terms before billing info, expressinformed consent, simple cancellation.2. Unfair or deceptive practicesThe general prohibition, which reacheseverything the vacated rule described.3. The 1973 rule, recodified 2026Prenotification plans only. Almost certainlyirrelevant to a modern subscription.4. State auto-renewal lawsNow stricter than federal law. Cancel online,in the same medium, without obstruction.And the proof that the vacatur disarmed nobodyA $2.5 billion settlement in September 2025, after the rule was struck down, brought under the statute and Section 5.
Four layers, and the one everybody wrote about is not among them. The state layer is now stricter than the federal one. Source : Custom Communications v. FTC, 8th Cir. 2025; 15 U.S.C. 8403; FTC press release, September 2025 (2025)

One rule that is in force, and narrower than reported

The fee transparency rule survived. It also applies to two industries, which is easy to miss.

It is in force. The rule on unfair or deceptive fees took effect on 12 May 2025.

Its requirement. A business may not “offer, display, or advertise any price of a covered good or service without clearly and conspicuously disclosing the total price”, and “must disclose the total price more prominently than any other pricing information.”

But “covered good or service” is defined narrowly. It means live-event tickets, or short-term lodging including hotels, motels, inns, short-term rentals and vacation rentals. Nothing else.

So for software, ecommerce and services, drip pricing is not governed by that rule. It is governed by the general prohibition on deception, which is a different standard and a different enforcement path.

Two further fee rules were proposed in 2026 covering rental housing and online food delivery. Both are proposed only, with no effective date. The pattern is sector by sector rather than economy-wide, and describing the existing rule as a general one is the most common error about it.

Scope and requirements of the United States fee transparency ruleThe scope and operative requirements of the United States rule on unfair or deceptive fees, which took effect on the twelfth of May 2025 and remains in force, together with the limitation of its scope that is frequently misreported. The rule’s operative prohibition states that it is an unfair and deceptive practice for any business to offer, display or advertise any price of a covered good or service without clearly and conspicuously disclosing the total price, and separately requires that a business disclose the total price more prominently than any other pricing information. It further prohibits misrepresenting any fee or charge, including the nature, purpose, amount or refundability of any fee or charge and the identity of the good or service for which it is imposed. Total price is defined as the maximum total of all fees or charges a consumer must pay for the goods or services and any mandatory ancillary good or service, excluding government charges, shipping charges and fees for optional ancillary goods or services. The limitation of scope is that a covered good or service means only live event tickets, or short term lodging including temporary sleeping accommodation at a hotel, motel, inn, short term rental, vacation rental or other place of lodging. No other sector is covered. For software, electronic commerce and services generally, the presentation of fees is therefore governed by the general statutory prohibition on unfair or deceptive acts or practices rather than by this rule, which is a different standard and a different enforcement path. The rule preserves stricter state law. Two further fee rules covering rental housing and online food delivery were proposed during 2026 but remain proposals with no effective date, indicating a sector by sector extension of the fee transparency model rather than an economy wide requirement.The fee rule: in force, and narrowWhat it requires, where it appliesDisclose the total price, and “more prominently than any other pricing information.”CoveredLive-event ticketsShort-term lodging: hotels, motels,inns, short-term and vacation rentalsNot coveredEverything else. Software, ecommerce,services, subscriptions.Governed by Section 5 instead.Two more fee rules were proposed in 2026, for rental housing and food delivery. Proposed only, no effective date.Describing this as a general drip-pricing rule is the most common error about it. It covers two industries.
It survived where the cancellation rule did not, and it covers two industries rather than all commerce. Source : Rule on Unfair or Deceptive Fees, 16 CFR Part 464, effective 12 May 2025 (2025)

What to do with this

Open every urgency element on your site and write down, next to each, the fact it asserts and where that fact comes from. A timer needs an offer that genuinely ends. A stock counter needs a stock query. A viewer count needs a viewer count. If the answer is a formula, a random range, or a constant, you have an unsubstantiated objective claim on a page whose purpose is to change a decision. The same audit belongs on the ad creative pointing at that page, which is where our B2B paid acquisition work starts, because the platforms judge an advertisement and its destination against each other.

Then check the two things that most often fail silently. Does the timer reset on reload or on a new session? Does the offer still work after it expires? Either answer tells you the claim was never true.

On strikethrough pricing, keep a record of the period during which the higher price was genuinely offered. A former price is legitimate when it was “the actual, bona fide price at which the article was offered to the public on a regular basis for a reasonably substantial period of time”, and that is a record-keeping question rather than a design one.

And if you sell a subscription, ignore the vacated rule entirely and build to the statute plus the stricter state laws: material terms before you take billing details, real consent, and cancellation that is as easy as signing up.

The adjacent pieces are customer reviews and what the law allows and consent on lead capture forms.