The Superwall Podcast · 2026-03-17
Caleb Dean - I speedran an ai app from 0 to $100k exit in 26 days
Caleb Dean validated Runify (ranked running app, 'Liftoff for running') by copying Liftoff's rank-image Reels format, posting up to 9 Reels/day on Instagram and sending traffic to a ChatGPT-built landing page with a $5 Stripe early-adopter link (2,000 waitlist, 90+ paid). An App Store pre-order produced 3,000 downloads at launch that filled the leaderboard within an hour. Build-in-public tweets drew a cold acquisition DM; he sold ~26 days after launch at ~5x ARR on an estimated $3K MRR, keeping 30% equity plus a 6-month earn-out.
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Numbers mentioned
| Subject | Metric | Value | Quote |
|---|---|---|---|
| Runify | mrr Estimated for the sale from 26 days of revenue plus 20-30 pending 7-day trials at the current trial conversion rate | USD 3,000 estimate | “So pretty much we calculated it to be 3k MRR and then we came to a 5x ARR, which traditionally for such a new app is quite large.” |
| Runify | valuation Sale multiple on estimated ARR | 4.5–5 x ARR/one-time approximate | “the 5x, 4.5, 5x, I can't remember exactly, ARR to get the valuation.” |
| Runify | exit price Host's computed valuation (5x ARR on $3K MRR) | USD 180K/one-time estimate | “I mean, 100k 180k valuation.” |
| Runify | exit price | around six figures approximate | “why would you sell for like around six figures if you're so set on 100k a month?” |
| Runify | exit price Episode title figure ('$100k exit') | USD 100K/one-time approximate | “Caleb Dean sold his app for six figures after 26 days of revenue.” |
| Runify | ownership Equity retained by founder after sale, plus 6-month cash earn-out and a separate cash bonus | 30% | “So I actually retained 30% of Runify in in in like equity, which was like super interesting.” |
| Runify | time to milestone Days of revenue at the time of the sale negotiation | 26–28 days approximate | “I think it was 26 days worth of revenue um and then we had like at least like 20, 30 like 7-day trials that were like set to trigger.” |
| Runify | trial starts Pending 7-day trials at time of sale talks | 20–30 trials approximate | “I think it was 26 days worth of revenue um and then we had like at least like 20, 30 like 7-day trials that were like set to trigger.” |
| Runify | time to milestone Due diligence duration (App Store Connect access to verify users were not bought) | a couple of days approximate | “Like sometimes the due diligence phase can take like months, but like it legit took like a couple days.” |
| Runify | revenue Revenue at time of acquisition DM exchange (~2.5 weeks after launch), read from the DM on screen | USD 2,000–3,000 approximate | “2 to 3k rev, you know, multiple trials that are about to trigger, 2 to 3k downloads, 50 to 100 downloads a day” |
| Runify | downloads Daily downloads ~2.5 weeks after launch (plus 2-3K total), read from the DM on screen | 50–100 downloads/day approximate | “2 to 3k rev, you know, multiple trials that are about to trigger, 2 to 3k downloads, 50 to 100 downloads a day” |
| Runify | count Average sessions per downloading device in the first ~2.5 weeks | 7 sessionsper device approximate | “So someone who downloaded Runify, on average, the user would go on it seven times” |
| Runify | downloads App Store pre-orders over ~2 weeks, all auto-installed at launch | 3,000 downloads approximate | “I think we only had the pre-order up for couple- maybe 2 weeks, but through that we had 3k downloads” |
| Runify | users Leaderboard filled to its 1,000-user cap within an hour of launch | 1,000 users approximate | “But through this, like the leaderboard filled up to like 1,000-plus, which was our limit, which you could see, in like a matter of an hour.” |
| Runify | count Pre-launch email waitlist signups in ~2 weeks | 2,000 signups approximate | “we had, I think it was in 2 weeks, posted less than 50 videos of this copied format, and we had like, in the end, 2,000 waitlist signups and I think it was like 90-plus people buy this like early adopter fee.” |
| Runify | paying users Paid the $5 early-adopter fee before the app existed | 90 users approximate | “we had, I think it was in 2 weeks, posted less than 50 videos of this copied format, and we had like, in the end, 2,000 waitlist signups and I think it was like 90-plus people buy this like early adopter fee.” |
| Runify | price Pre-launch early-adopter fee via Stripe link; granted a lifetime subscription | USD 5/one-time | “you can become an early adopter and pay $5, or you can join the waitlist and, yeah, put your email in.” |
| Runify | revenue ~80 successful Stripe early-adopter transactions shown on screen | USD 400 approximate | “I think 80 successful transfers transaction, sorry, which I think is like $400 US” |
| Runify | activity volume Fewer than 50 copied-format Reels posted in the first 2 weeks of validation | 50 videos approximate | “we had, I think it was in 2 weeks, posted less than 50 videos of this copied format” |
| Runify | activity volume Instagram Reels per day at peak | 9 posts/day | “And for a while, we were posting nine times per day, cuz Instagram really doesn't punish you for that.” |
| Runify | views Host's read of average views per Reel from the profile | 3,000–6,000per video approximate | “This is crazy cuz you're getting like basically, on average, 3 to 6,000 views every single video” |
| Runify | views Average views per Reel early on; about 1 in 10 videos passed 500K | 5,000–10Kper video approximate | “I think like on average we were ranging between 5 to 10k, but then like 1 in 10 videos would go like above 500k.” |
| Runify | views Threshold passed by about 1 in 10 Reels | 500Kper video approximate | “I think like on average we were ranging between 5 to 10k, but then like 1 in 10 videos would go like above 500k.” |
| Runify | views Top copied-format rank Reel | 2Mper video approximate | “I think this one got 2 million views, so it's pretty much like a copy” |
| Runify | views Total Reels views in the first month | 5M/month estimate | “But yeah, I think in the first month, we would have got like 5 million views from this.” |
| Runify | views One viral TikTok before raising post volume; after raising volume, views fell to ~5 per video | 700Kper video approximate | “We had one video on TikTok that like went viral and got like 700,000 views, but then when when we increased the post quantity, all our views went to like five because TikTok doesn't like that.” |
| Runify | count Variations the CTO's internal tool generated in about 1 minute | 10K videos approximate | “my um CTO in like 1 day just like built an internal tool where we could generate like 10,000 of these videos in like 1 minute.” |
| Runify | followers Instagram followers before launch | 2,000 followers approximate | “We probably had like 2,000 followers, but these followers were super engaged” |
| Runify | share Waitlist launch emails that landed in spam | 32% approximate | “we had like 32% of our emails go to spam folder, and I think we had like 20% of people open them” |
| Runify | conversion rate Email open rate on waitlist emails (unwarmed sender) | 20% approximate | “we had like 32% of our emails go to spam folder, and I think we had like 20% of people open them” |
| Runify | share Share of launch-day revenue from the half-price waitlist discount codes | majority approximate | “We had like the majority of our revenue was probably from those discount codes.” |
| Runify | count Early adopters added on WhatsApp as TestFlight bug testers (of 50-80 highly engaged early adopters) | 20 users approximate | “But I like built connections with probably 20 different users. Like I got their phone numbers on WhatsApp.” |
| Runify | share Share of Reels audience and users who were men | 99% approximate | “All our Reels and users were like 99% men.” |
| personCaleb Dean's X account | views Rotato launch-demo tweet from an account with ~200 followers | 50Kper post approximate | “So that video didn't get 600k. That video got like 50k.” |
| personCaleb Dean's X account | views Quote-tweet announcing the sale of Runify | 586Kper post approximate | “So that got 586, so you can do the math” |
| personCaleb Dean's X account | followers Followers when posting the Runify launch tweet (about 3,000 at recording) | 200 followers approximate | “Yeah, and I think I had like 200 followers when I posted that.” |
| UriBrave | revenue | USD 5,000–10K estimate | “but maybe five figures now, but like anywhere from 5,000 to $10,000, I would say.” |
| UriBrave | conversion rate Conversion rate ('30-plus percent'), attributed to the niche; mostly ASO traffic | 30% estimate | “I'm pretty sure it has like a 30-plus percent conversion rate, just because of how niche it is.” |
| Liftoff | revenue Sensor Tower estimate at recording, with 300K iOS downloads/month | USD 700K/month estimate | “And Sensor Tower here, the the iOS app gets 300k downloads, 700k revenue per month” |
| Liftoff | downloads Sensor Tower estimate, iOS | 300K downloads/month estimate | “And Sensor Tower here, the the iOS app gets 300k downloads, 700k revenue per month” |
| Liftoff | revenue At the time Runify was validated; over $100K/month for at least 12 months | USD 200K–300K/month approximate | “at the time of um the validation, they were doing like 200, 300k a month” |
| Reframe | revenue | USD 500K–1M/month estimate | “They're a quit drinking app, and I think they do anywhere from 500k to like a million dollars every single month.” |
| Reframe | funding raised | USD 24M approximate | “But then you look at this, like, "Okay, well they raised $24 million."” |
| benchmarkIdeation checklist: minimum monthly revenue of comparable apps in a space before entering | revenue Want 1-3 apps in the space each doing at least this (and not VC-inflated); $5K/month is not enough validation | USD 100K/month | “I want to be getting into a space where there's like anywhere from one to three apps that are at least doing 100k a month.” |
| Caleb's short-form editing agency | activity volume 10 creators x 30-60 videos/month, each with 3-4 revisions; why the quantity-based agency did not scale | 300–600 videos/month illustrative | “even 10 creators posting 30 to 60 videos per month, you're looking at 300 to 600 videos per month and each video on average would have like three to four revisions” |