Short-form video case studies

10 shown

• Cal AIHealth & Fitness

  Built in High School at 17 — How Cal AI’s “Just Snap Your Food” Calorie Tracker Hit ~$50M ARR in 18 Months and Sold to MyFitnessPal

  A photo calorie tracker built by Zach Yadegari and a teenage founding team: snap your meal and AI estimates the calories. Bootstrapped to ~$50M ARR and 15M downloads in 18 months, it was acquired by MyFitnessPal in 2025.

  Monthly (est.)

  $4.2M/mo

  18 months
  TikTokShort-form videoInfluencer marketingInstagram
• CoconoteLearning

  “Never Take Notes Again” — How Coconote Hit $6.7M ARR in 18 Months With Almost No Ad Spend

  Two ex-Loom builders made an AI note app for students. With zero funding and almost no ads, it reached ~$6.7M ARR at ~50% margin in 18 months and was acquired by Quizlet.

  Monthly (est.)

  $558k/mo

  18 months
  YouTubeSEOShort-form videoOnboarding optimization
• Pingo AILearning

  “Getting Roasted by an AI” Went Viral — How Pingo AI Hit $500K MRR in 14 Months on 200M TikTok Views

  Two college roommates built an AI language tutor. Clips of the AI correcting users’ pronunciation racked up 200M+ TikTok views, taking it to $500K MRR (~$6M ARR) and 750K+ users just 14 months after launch.

  Monthly (est.)

  $500k/mo

  14 months
  TikTokShort-form videoInfluencer marketingMeme-driven
• Halo AIPhoto & Camera

  After 18 Months of Failure He Borrowed $100K and Bet It All — How the “Snap a Photo, Type a Prompt” AI Editor Halo AI Hit $300K/mo in 45 Days

  An AI photo editor by Dillion Verma (previously of Magic UI): upload a photo, type a prompt, and it edits the image. After 18 months of failed products he took a $100K personal loan and went all-in, then used one UGC video format and 85 creators to reach 1.2B views in 120 days — hitting $300K/mo with no VC in 45 days.

  Monthly (est.)

  $300k/mo

  2 months
  TikTokShort-form videoInfluencer marketingPaywall optimization
• SproutCareer & Jobs

  Sprout, the “Tinder for jobs” built by a non-engineer in college — betting on distribution over building to reach $250K MRR in 8 months

  A job-search app built by Nicole Cheung while at Claremont McKenna: swipe to apply, AI tailors a resume and cover letter per role, and an agent auto-submits on the employer’s site. With no ads and no VC it hit $250K MRR in 8 months — reusing the same creator-army playbook behind her earlier beauty app Glam Up (1M users in 6 months).

  Monthly (est.)

  $250k/mo

  8 months
  TikTokInstagramYouTubeShort-form video
• JJungleLearning

  Built in 21 Hours After a Viral Tweet, AI Flashcard App Jungle Became a $100K/mo Monster

  Julian, who shipped apps at 13, spotted demand in a viral tweet and built an AI flashcard app in 21 hours. Sharp experience design and acquisition funnels grew it to $100K/month.

  Monthly (est.)

  $100k/mo
  X (Twitter)Trend-jackingShort-form video
• GlowUpBeauty & Self-improvement

  From ~10 Failed Apps to GlowUp — How a 24-Year-Old Solo Canadian Builder Used $0 in TikTok Ad Spend to Reach $800K in a Year and $1.2M ARR

  GlowUp is a makeup app: upload a look you love, AI applies it to your own face and suggests the products to recreate it. After ~10 flops, Louis-David Paul-Hus launched it with $0 ad spend via TikTok and reached $800K in a year and $1.2M ARR.

  Monthly (est.)

  $100k/mo

  12 months
  TikTokShort-form videoInfluencer marketingInstagram
• nomadtableSocial

  Built Solo by an Ex-Amazon Engineer — How nomadtable Turned Solo-Travel Loneliness Into 1M Downloads and $65K/Month in Under a Year

  A meetup app for solo travelers built single-handedly by Jay Raavi: it matches you with nearby travelers in real time so you can meet up through activities and group chats. Fully bootstrapped (no team, no VC), it reached 1M+ downloads, 1M+ users, and $65K/month in under a year.

  Monthly (est.)

  $65k/mo

  12 months
  Short-form videoTikTokInstagramInfluencer marketing
• FaceKitBeauty & Self-improvement

  FaceKit, the face-rating app built by a 19-year-old — how ‘40 AI-generated influencers’ drove 100M views a month and $100k in 2 months with zero ad spend

  A ‘scan your face and score it’ looksmaxing app built by 19-year-old Rafael Kramer: an iPhone TrueDepth 3D face scan quantifies symmetry and golden ratios. The growth engine isn’t human — it’s ‘40 AI-influencer accounts generated with Nano Banana.’ A few clippers mass-post them on TikTok, and 100M+ monthly views drove $100k in cumulative sales in two months with zero ad spend.

  Monthly (est.)

  $50k/mo

  2 months
  TikTokShort-form videoInfluencer marketingTrend-jacking
• ReelFarmDeveloper Tool

  A 25-year-old quit a $90k job and built ReelFarm solo — how a TikTok auto-posting SaaS hit $100k in 100 days and $200k in 163 days

  A solo-built SaaS by Matt Welter that uses AI to auto-generate and schedule daily TikTok UGC videos and slideshows, driving cheap traffic to a site or app. He quit a $90k job and reached $100k in cumulative revenue in 100 days and $200k in 163 days — powered by dogfooding his own tool and building in public on X.

  Monthly (est.)

  $47k/mo

  5 months
  X (Twitter)TikTokShort-form video