Developers pay to skip collecting and cleaning messy public data.
The threads (in our words)
A small data/API startup says revenue went from about $300 to about $26,000 a month by posting content consistently. Read the thread on r/microsaas ↗ (opens in new tab) Sep 4, 2026 · u/dooddyman · upvotes not available
Reddit blocks automated reads, so we couldn’t record upvote or comment counts. Revenue figures are the poster’s own claim (self-reported), not verified. The business below is our own design inspired by these threads.
Who it’s for
Developers and analysts in one niche.
Adapt it to your industry
Start with one niche or customer type, then expand.
Ask your first 10 customers what they would pay before you build more.
Keep a human check on anything sent in a customer’s name.
Step by step
Pick public data that’s legal to use but painful to collect.
Build collection and cleaning jobs with coding agents.
Sell usage plans through Stripe with free trial credits.
Have agents write tutorials and posts for X, Reddit and your blog.
Monitor data freshness and errors daily.
Answer support with an AI help bot.
Ready-to-copy prompt
I want to sell an API for [dataset]. List 10 use cases, the endpoints people would want and 10 tutorial ideas for developers.
Start with AI
Opens the AI with this guide and the prompt filled in.
Autonomy: Agents ship fixes, answer users and post updates. Your part: Weekly: approve releases and read the support log (about 1 hour).
Every layer an agent-run business needs, in order. Prices are public list prices, checked Oct 16, 2026.
Agent (the brain):Grok Bot (agent + scheduled routines) (opens in new tab)(Included with The X Subscription Premium $30/mo (Super $100/mo for more usage; Plus $8 does not include Grok Bot)). Grok Bot runs the business day to day: writes, answers, decides small things and reports to you. Claude Code or Codex are alternatives.
Delivery:Grok Bot (agent + scheduled routines) (opens in new tab)(Included with The X Subscription Premium $30/mo (Super $100/mo for more usage; Plus $8 does not include Grok Bot)). A Grok Bot routine delivers the product or result as soon as someone pays.
Support:Grok Bot (agent + scheduled routines) (opens in new tab)(Included with The X Subscription Premium $30/mo (Super $100/mo for more usage; Plus $8 does not include Grok Bot)). Grok Bot answers the support inbox; anything unclear is flagged for you.
Monitoring and schedule:Grok Bot (agent + scheduled routines) (opens in new tab)(Included with The X Subscription Premium $30/mo (Super $100/mo for more usage; Plus $8 does not include Grok Bot)). Grok Bot scheduled routines run each day: send, check for failures, alert you if something breaks.
Human checkpoint: Weekly: approve releases and read the support log (about 1 hour).
Price: charge $49 per customer (monthly usage plan). Offer the first 3 customers a founding price for honest feedback.
Monthly cost$30–$110/monthFree tiers → paid plans of the tools above. Card fees come out of each sale.
What you could earn · EstimateEstimate: 40 customers × $49 = $1,960/moOur estimate, not a fact or a promise. It’s simple math if you land these customers at this price.
Details: source, numbers and tags
What they did
Package one hard-to-get public dataset as an API and let agents write the content that brings users. We designed this business from real Reddit threads; it is an idea for you to build, not a description of the posters’ businesses.
How it went
Found on Reddit in r/microsaas (1 thread). Upvote and comment counts weren’t retrievable, so none are shown. On X, 12 posts matched our search for this idea in the 7 days to 2026-10-16.
Worth knowing
Check the data’s license and terms before you sell it.
Difficulty
BeginnerOur rating
Time to build
Not reportedOur estimate
Monthly cost
Not reported
Revenue
~$26K/month (self-reported, r/microsaas)Self-reported: The founder’s own claim; not verified by us
Engagement
No public countThe source shows no number
X buzz
7.8 · 12 posts in 7 days0 likes, 0 reposts, 0 replies, 0 quotes on 0 top posts · fetched Oct 16, 2026 · query: ("data api" OR "selling an api" OR "api startup") (revenue OR customers OR mrr) -pharma -is:retweet lang:en
Posted · Added Oct 16, 2026
Original builder recipe
ChatGPT
Claude
Pick public data that’s legal to use but painful to collect.
Build collection and cleaning jobs with coding agents.
Sell usage plans through Stripe with free trial credits.
Have agents write tutorials and posts for X, Reddit and your blog.