GTM Sauce

Starter Story · 2026-01-14

I built a $14K/month SaaS using Discord

UK university student Sam Adeniyi, with no coding background, built Algrow (a tool to find and copy viral short-form video formats, $25-$80/month) with ChatGPT and Cursor, shipping a buggy MVP in a week. He found demand by searching Discord servers (via Disboard) for repeated questions, silently screen-shared the tool in voice chats until members asked about it, posted a waitlist, helped members instead of pitching, and gave early users free access so they demoed it to friends. About 6 months later: over 10,000 users, ~£10K ($13-14K) revenue in the last 4 weeks, 480 new customers that month.

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7 tactics

Algrow · B2C · viral video research tool

Found repeated 'how do I find a niche' questions; built the product around them

Used Disboard.org to find Discord servers for a niche keyword. In the Money Mind server, searched chat for the word 'niches' and saw people repeatedly asking 'how do I find a niche?' / 'how can I replicate this niche?', which he took as demand. Start-over version: join every relevant server found on Disboard (e.g. all Blender and Cinema 4D servers for a 3D-assets tool), copy days of chat history into ChatGPT and ask it to list recurring pain points; recurring ones signal demand.

Workedvalidationcommunity
Starter Story · 2026-01-14

Algrow · B2C · viral video research tool

Members kept asking what it was; server owner made a free YouTube promo video

Joined voice chats in the target Discord server and shared his screen using the tool, without talking or pitching. Members tagged him asking 'what are you using?' and he replied that it was a tool he built. Did this for about a week straight, then kept sitting in the server screen-sharing for weeks.

Workedcommunityvalidation
Starter Story · 2026-01-14

Algrow · B2C · viral video research tool

Founder says this is how the product started; no numbers

After weeks of screen-sharing in the server, posted a waitlist link in the Discord chat: 'If you want to try the tool, just sign up here and once it's released, you'll get an email.' Start-over version: once you have enough interested people, collect emails on a waitlist, or start your own Discord server for the future product to funnel ideal customers in without risking self-promo bans.

Workedpr-launchcommunity
Starter Story · 2026-01-14

Algrow · B2C · viral video research tool

Word of mouth took off; new users said a friend told them

Discord servers ban self-promo, and 'I've got this tool, please use it' reads as spam. Instead built rapport: when a member described the kind of channel they wanted, he used his tool to find it for them, without directly selling. Those people told friends; when he asked new users where they came from, they said a friend told them.

Workedcommunityword-of-mouth
Starter Story · 2026-01-14

Algrow · B2C · viral video research tool

Founder credits it for the fast early growth; no numbers

Gave every early user who helped validate the idea free access. Their friends had to pay, and when a friend was skeptical, the free user could show them the tool. Combined with posting in the communities, early users told friends and it 'blew up'.

Workedword-of-mouthpricing
Starter Story · 2026-01-14

Algrow · B2C · viral video research tool

First user hit an error but still used the core features

With no coding background, dictated the idea to ChatGPT voice mode, pasted the code into Notepad, then VS Code (later Cursor), and hosted on Heroku. Built in about a week. The first user got an application error but could still use the core features.

Workedvalidationfeature-development
Starter Story · 2026-01-14

Rizz App · B2C · AI dating texting app

Over $10K earned for three friends, but it wasn't sustainable

Sam and two friends worked as affiliates for Rizz App, posting faceless texting-story videos built on made-up scenarios to promote the app.

Mixedaffiliateorganic-short-video
Starter Story · 2026-01-14

Numbers mentioned

WhoMetricValueContextWhen
AlgrowrevenueGBP 10K/month
approximate
Stripe revenue over the last 4 weeks; 'over £10,000'2:37
AlgrowrevenueUSD 13K–14K/month
approximate
Guest's USD conversion of the £10K last-4-weeks figure; elsewhere 'over $14,000 in the last 30 days'2:37
Algrowusers10K users
approximate
Users gained in ~6 months since launch ('over 10,000')1:09
Algrownew customers480 customers/monthNew paying customers this month2:37
AlgrowpriceUSD 25–80/monthThree plans: $25, $45 and $80 per month1:41
Algrowtime to milestone1 weeks
approximate
Time to code the first MVP with ChatGPT and Notepad, no coding background4:52
personSam Adeniyi and two friends' affiliate marketing for Rizz ApprevenueUSD 10K
approximate
Affiliate earnings from faceless texting-story videos promoting Rizz App ('over $10,000')3:15