The research behind Taper
Taper’s plan, reminders and tips come from published studies. Here’s what we used, what it found, and how it shaped the app.
What Taper does and doesn’t claim
Cutting down first and quitting all at once work about equally well on average. A Cochrane review of 22 trials with 9,219 people found no difference in quit rates [1]. One large trial even found quitting all at once did a little better [2]. So Taper doesn’t claim tapering beats cold turkey. It’s for people who would rather step down.
What does seem to matter is how you cut down. In one trial, people who spaced their cigarettes on a schedule that stretched each week were far more likely to have quit a year later than people who cut a daily quota at their own pace (44% vs 18%) [3]. A later, larger trial found no overall benefit, but the people who actually followed the schedule had about twice the odds of quitting [4].
Stand-alone quit apps haven’t been shown to raise quit rates on their own [17]. Some of the things inside them have, such as written if-then plans [11] and timed support messages [17, 18]. So Taper builds those in.
How the plan is built
Measuring before cutting
People tend to underestimate how much they use. A smart vape that logged every puff recorded about twice what users reported [29]. Taper’s optional measuring days let the plan start from what you really use.
A later first use each morning
How soon you use after waking is the strongest single predictor of a hard quit. In one study, 36% of people who waited more than an hour quit, compared with 8% of those who smoked within 5 minutes [5]. Taper moves your first use a little later each week and keeps a use-free window after you wake up.
Strength and amount, one at a time
When nicotine strength drops, people take longer and more frequent puffs to make up for it. At 3% instead of 5%, people inhaled about a third more in total [12, 34]. Taper alternates strength-drop weeks with amount-cut weeks instead of stacking both.
Optional spaced mode
Based on the scheduled-spacing trials [3, 4], cigarette, pouch and weed-session plans can spread the day’s allowance out (“next one from 2:40 PM”). It’s optional, because the large trial only helped the people who stuck to it.
Use-free days for weed
In cannabis research, the main goal is fewer days of use, and the Lower-Risk Cannabis Use Guidelines suggest limiting use to one or two days a week [37]. Weed and THC plans can add use-free days.
Quit day and the first two weeks
The first two weeks after quit day matter most. In one study, 83–97% of people who used at all in week 2 were using again at 6 months [6]. Half of quitters slip by about day 9 [8], and most unaided relapses happen in the first 8 days [7].
Automated text-message programs raise quit rates by about half [17], and interactive or personalized programs do better still [18]. A text program for teens who vape raised quit rates from 28% to 38% [19].
When you slip
After a slip, guilt and self-blame didn’t predict the next one. Lost confidence did [10]. People who did something restorative right away, like throwing the rest out or using a coping step, were less likely to slip again that day [9].
People who cut down tend to make fewer quit attempts [1], so pushing the quit date back over and over can work against you.
Riding out a craving
A single craving passes in minutes. Quit services suggest delaying at least five minutes, breathing deeply, doing something else and drinking water [21]. One short bout of exercise, even a few minutes, reliably lowers the urge for up to 30 minutes [20]. Exercise programs don’t raise long-term quit rates, though, so Taper presents movement as help for the craving in front of you.
Writing your own plan in the form “If [situation], then I’ll [action]” makes quitting about 1.7 times more likely [11].
What withdrawal is likely to feel like
Nicotine
Cigarette withdrawal peaks in the first week and usually lasts 2–4 weeks [22]. In a monitored study of people who vape, symptoms peaked on days 1–2 and were somewhat milder than for cigarettes [23]. Appetite often rises for the first few months after quitting smoking [24].
Weed
About 47% of regular users get withdrawal, more often with daily use or with tobacco [28]. Symptoms usually start on days 1–3, peak on days 2–6 and mostly fade within two weeks. Strange dreams and poor sleep can last 45 days or more [26, 27].
Health milestones after smoking
For cigarette plans, Taper uses the World Health Organization’s timeline, such as carbon monoxide in the blood returning to normal within 12 hours [25].
What helps most, alongside Taper
Medication has the largest effect on quitting smoking. Varenicline, cytisine and combination nicotine replacement (a patch plus gum or a lozenge) each roughly double the odds [13]. Starting the patch a few weeks before quit day helps a little more [14].
For quitting vaping, varenicline has the strongest trials: 51% vs 14% quit at the end of treatment in young people [15], with similar results in adults [16]. For weed, no medication is approved yet [36]. Counseling that combines motivational interviewing with CBT over several sessions has the best support [35]. Free quitline coaching also helps [33].
Taper is not a medical treatment. Talk to a doctor or pharmacist about these options.
The setup questions
Setup asks how soon after waking you use, how long it’s been part of your life, what happened when you stopped before, and how much you use compared with most people. How soon you use after waking is the strongest of these signs [5]. Taper uses your answers to explain your plan and suggest a pace. The summary is not a diagnosis, and your answers never leave your phone.
The “Withdrawal, spread out” chart in setup is an illustration of the pattern seen in the scheduled-tapering trial [3], not a prediction.
Starting amounts
If you skip measuring, Taper starts from typical amounts:
| Product | What the research shows |
|---|---|
| Cigarettes | US daily smokers average about 14 a day [38]. Taper starts at 15. Pack prices vary a lot by state [39]. |
| Nicotine pouches | Industry data puts users in tiers of 1–3, 4–9 and 10+ a day [40], and a pouch is usually held about 11 minutes [41]. Taper starts at 8. |
| Nicotine vapes | Self-reported use averages about 67 puffs a day, and real counts run higher [29, 30, 31]. Puff ratings on disposables are inflated several times over, so Taper estimates puffs from liquid volume [32, 42]. |
| THC vapes | A 1 g cart gives roughly 165–330 hits, about 2–5 mg of THC each [43, 44, 45]. |
| Weed (flower) | Daily users use about 1–1.5 g on a use day [46, 47], and a joint averages 0.32 g [48]. A standard THC unit is 5 mg [49]. |
Sources
Tapering, relapse and slips
- Lindson et al. 2019, Cochrane: cutting down vs quitting abruptly
- Lindson-Hawley et al. 2016, Annals of Internal Medicine: abrupt vs gradual quitting trial
- Cinciripini et al. 1995, J Consult Clin Psychol: scheduled vs self-paced reduction
- Cinciripini et al. 2023, JMIR Formative Research: scheduled smoking, 916 people
- Baker et al. 2007, Nicotine & Tobacco Research: time to first cigarette
- Kenford et al. 1994, JAMA: the first two weeks predict 6 months
- Hughes et al. 2004, Addiction: relapse among unaided quitters
- Shiffman et al. 2007: timing of first lapses
- Shiffman et al. 1996, J Consult Clin Psychol: from a lapse to relapse, and restorative coping
- Kirchner et al. 2012: confidence after a lapse
- McWilliams et al. 2019, Health Psychology: if-then plans
- Ferdous et al. 2024, JAMA Network Open: puffing more at lower nicotine strength
Medication and support
- Lindson et al. 2023, Cochrane: medications for quitting smoking
- Preloading trial, NIHR and Cochrane CD013308: nicotine patches before quit day
- Evins et al. 2025, JAMA: varenicline for young people who vape
- Caponnetto et al. 2023, BMC Medicine: varenicline for adults who vape
- Whittaker et al. 2019, Cochrane: text messaging and apps
- Nature Human Behaviour 2025: digital quit programs compared
- Graham et al. 2024, JAMA: This is Quitting for teens
- Ussher et al. 2019, Cochrane and Ussher et al. 2014: exercise and cravings
- Quit Australia and Australian Government: coping with a craving
Withdrawal and health
- Hughes 2007, Nicotine & Tobacco Research: tobacco withdrawal timeline
- Hughes et al.: e-cigarette withdrawal in former smokers, and in never-smokers
- Aubin et al. 2012, BMJ: weight after quitting
- World Health Organization: health benefits of quitting smoking
- Budney et al. 2003 and Budney et al. 2004, Am J Psychiatry: cannabis withdrawal timeline
- Lee et al. 2014: sleep during cannabis abstinence
- Bahji et al. 2020, JAMA Network Open: how common cannabis withdrawal is
Vape use and strength
- Li et al. 2020, Nicotine & Tobacco Research: logged vs self-reported puffs
- Mongilio et al. 2026, Drug and Alcohol Dependence: puffs per day in the PATH study
- Robinson et al. 2016, PLOS One: a week of real-world vaping
- 2024 disposable vape study and Leigh et al. 2024, Addiction: liquid and nicotine per puff
- Vickerman et al. 2024, Am J Prev Med: quitline coaching for young adults who vape
- Dawkins et al. 2016 and Dawkins et al. 2018: compensating at lower strength
Cannabis treatment and guidelines
- Gates et al. 2016, Cochrane: counseling for cannabis use
- Nielsen et al. 2019, Cochrane: medications for cannabis use
- Fischer et al. 2022, Int J Drug Policy: Lower-Risk Cannabis Use Guidelines
Typical amounts
- CDC MMWR 2018: cigarettes per day
- CDC STATE System: cigarette taxes and prices
- FDA advisory committee briefing, Swedish Match: pouch user tiers (industry data)
- Dowd et al. 2023, Nicotine & Tobacco Research: how pouches are used
- Disposable vape label study: labeled vs measured liquid volume
- Guo et al. 2021, Frontiers in Chemistry: THC cart aerosol per puff
- Smith et al. 2023: real-world cannabis oil use
- Borodovsky et al. 2023: hits, grams and potency
- Kerr & Ye 2022: grams per use day
- Caulkins, Pardo & Kilmer 2020: daily vs occasional users
- Ridgeway & Kilmer 2016: how much a joint weighs
- Freeman & Lorenzetti 2020 and NIDA: the 5 mg standard THC unit
Last reviewed October 2026. Taper is a general wellness app, not a medical device, and this page is not medical advice. If you’re in crisis, call your local emergency number. Questions or a source we should look at? Email taper.support@gmail.com. See also support and the privacy policy.