Starter Story · 2024-02-11
I Built a $1M AI App [No Code]
David Bressler, a senior finance employee with no coding background, built Excel Formula Bot (renamed Formula Bot after a Microsoft cease and desist) in Bubble in a couple of weeks during paternity leave in July 2022. A plain Reddit post in r/excel, then r/InternetIsBeautiful, sent thousands of users and a $5,000 OpenAI bill in days; donations and a one-week sponsorship kept him going until he added a paywall. After ~1.5 years: ~750K users, ~5,000 paying, ~$26K MRR. Product direction came from free help calls with users who emailed their spreadsheets.
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Numbers mentioned
| Who | Metric | Value | Context | When |
|---|---|---|---|---|
| Formula Bot | users | 750K users approximate | Total users over ~1.5 years | 1:47 |
| Formula Bot | paying users | 5,000 users approximate | Pay for unlimited access | 1:47 |
| Formula Bot | mrr | USD 26K/month approximate | 1:47 | |
| Formula Bot | valuation | USD 1M estimate | 'valued at over a million dollars'; intro claim only, no basis given in the body | 0:00 |
| Formula Bot | time to milestone | a couple weeks approximate | Time to build the no-code MVP in Bubble | 6:30 |
| Formula Bot | count | 10K upvotes/one-time approximate | Upvotes on the r/InternetIsBeautiful post; also thousands of comments and thousands of visitors | 7:27 |
| Formula Bot | cost | USD 5,000/one-time approximate | OpenAI API costs run up within days of going viral while the app was free | 7:56 |
| Formula Bot | revenue | a few thousand dollars approximate | Donations via a Stripe link to recoup API costs | 8:22 |
| Formula Bot | price | USD 2.99 | Early price for unlimited usage (also rounded to '$3') | 13:38 |
| Formula Bot | price | USD 6.99 | Intermediate price for unlimited usage | 13:38 |
| Formula Bot | price | USD 9 | Current price for unlimited usage; billing period not stated | 13:38 |
| Formula Bot | churn | 5% approximate | Period not stated | 14:12 |
| Formula Bot | share | 10% approximate | Share of churn reasons attributed to free ChatGPT | 14:12 |
| Formula Bot | activity volume | 1 emails/week approximate | Users emailing their Excel files asking for help, which became feedback calls | 10:48 |
| marketExcel formula generator sites launched a few weeks after Formula Bot | count | 10 competitors estimate | Copycat sites with near-identical names and front ends | 11:46 |
| marketExcel users worldwide | users | 1,000M users approximate | 14:43 |