x-octo home Business judgment on AI products
中文

Real-revenue cases

How We Built A Resource Scheduling App to $2.1M ARR

Real demand

Two ex-agency staff turned team scheduling from spreadsheets into an online calendar, now used by roughly 20,000 people across 88 countries, at $2.1M ARR.

Founder interview, self-reported 上线后几天内拿到第一个付费客户（2012 年 5 月上线）SEO 内容软件目录站付费广告老客户口碑转介免费试用转化
Primary source
View original

01

Real-demand verdict

Real-demand verdict

Real demand

It replaces the spreadsheet-and-eyeballing way agencies tracked who was busy, a daily operational need, which is why customers keep paying. The founder says the company is profitable, but the revenue figures are unaudited.

How it makes money

Monthly SaaS subscription per account, averaging $112 per account per month, sold to enterprises like Apple and NASA as well as smaller teams.

What old behavior it replaces

Agencies scheduling teams in ugly spreadsheets and manually judging who was overloaded or idle.

02

Where the first customers came from

Collected emails on a teaser site before launch (with an iPad giveaway as bait), then emailed the list at the May 2012 launch and landed first paying customer Fresh Tilled Soil within days.

Acquisition channels SEO 内容软件目录站付费广告老客户口碑转介免费试用转化

03

Tactics you can copy

  1. 01Build a teaser page before launch to collect emails, using a giveaway as bait, so you have a first batch of users on launch day.
  2. 02Prototype in Axure, record usability tests on video, and ask testers directly whether they would pay.
  3. 03Make SEO the early main channel: research keywords with Search Console and Adwords, then optimize the landing page around them.
Moving it to an AI business

Not an AI business itself, but its cold-start loop — prototype validation, email pre-launch, free-trial conversion — transfers directly to AI tools: test willingness to pay with a clickable prototype, then pull long-tail SEO traffic into a free trial.

04

Evidence and limits

Self-reported numbers are unaudited — treat them as leads, not facts
Founder interview, self-reported

Revenue basis · Founder self-reported, unaudited (see source page)

What evidence is missing

Revenue, ARPA and LTV are founder self-reported and unaudited; no Stripe-verified figures.
No paying-customer count, churn rate, or trial-to-paid conversion, so retention quality is unclear.
No CAC or channel-level contribution breakdown.

Primary source

https://www.starterstory.com/stories/how-we-built-a-resource-scheduling-app-to-2-1m-arr ↗