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Project guide

AI agent platform that runs businesses for users

All 6 cases are self-reported and 5 find or follow up leads for businesses or freelancers; the 4 without venture money report 900 to 20,000 dollars a month

Compiled from the 6 cases in our AI agent platform project, all grade B: what founders said on Indie Hackers, MRR Story or Mixergy, or company press releases. Polsia's run rate is the last 30 days times twelve, and Swan is recorded at the ceiling of 'closing in on seven-figure ARR'; funding is not revenue.

Compiled 2026-10-23

Key facts

6Cases graded A or B
0Grade C leads

Income ranges use cases graded A or B (grade B is the founder's own account, with no platform data to check it), in USD; grade C leads are listed but not counted

See the steps

How the cases did it, step by step

Each step names the cases it comes from. Public sources give no reliable time data, so there are no weeks or hours.

  1. Step 1 Start from work you have done for yearsLancer solves its founder's own pain of winning Upwork work, after he sold a software consultancy; Meerkats.ai's founder spent 20 years in SaaS go-to-market; one of Setter AI's founders started it after selling an e-commerce agency.Cases: Lancer · Meerkats.ai · Setter AI
  2. Step 2 Give the agent one whole workflowLancer finds suitable Upwork jobs and follows up; ProspectZero turns a product URL into an ideal-customer profile, tracks buying signals, scores leads and messages them on LinkedIn; Setter AI answers leads and books the meeting; Meerkats.ai orchestrates several agents from one chat, picking the cheapest adequate model for each task.Cases: Lancer · ProspectZero · Setter AI · Meerkats.ai
  3. Step 3 Fund the product with services or your own channelsMeerkats.ai also sold done-for-you services early on, running on a university grant, service income and cloud credits; ProspectZero markets itself with its own Reddit, Quora and content agents; Swan uses the story of an 'autonomous business' as its acquisition channel.Cases: Meerkats.ai · ProspectZero · Swan AI
  4. Step 4 Charge a subscription or by usageLancer is a monthly subscription; ProspectZero starts at 99 dollars per account a month; Setter AI charges per lead handled; Polsia charges for tasks, ads and domains on top of a subscription.Cases: Lancer · ProspectZero · Setter AI · Polsia
  5. Step 5 Watch churn and platform rulesOne mismatched customer leaving took ProspectZero from 1,100 dollars MRR to about 900; Setter AI fell from 10,000 dollars MRR to zero and climbed back; Polsia's founder says only about one company in ten on the platform has earned a dollar; Lancer's fate rests on Upwork's stance on automation.Cases: ProspectZero · Setter AI · Polsia · Lancer

At a glance

Ranges are the 25th–75th percentile of cases graded A or B, computed by script from the case data; both ends of a ranged figure are counted

Cases graded A or B
6
Monthly income (annual figures divided by 12)
$4,750 – $67,500

Skills involved

How many of the 6 cases graded A or B list each skill

AI-assisted coding6 of 6 cases

All six list AI coding. ProspectZero adds several features a week with Claude Code; Lancer's first version took a weekend, with a deadline to kill it if it failed.

Support & delivery2 of 6 cases

Setter AI answers leads within seconds by WhatsApp, SMS or web chat, qualifies them and books them into the calendar; Swan runs outreach and follow-up with its own agents.

Pricing1 of 6 cases

Setter AI charges per lead handled, cheaper at volume; ProspectZero starts at 99 dollars per account a month; Polsia adds fees for tasks, ads and domains on top of its subscription.

Key points

How big the income is

All six are self-reported. The four without venture money: Lancer at 20,000 dollars a month (10,000 within two months of launch), Setter AI above 10,000, Meerkats.ai above 3,000 four weeks after launch, ProspectZero about 900. The two venture-backed ones: Polsia claims a 10-million-dollar run rate (the last 30 days times twelve) and Swan says it is closing in on seven-figure ARR.

  • A run rate is often just the last month times twelve
  • Funding is not revenue: Polsia raised 30 million dollars, Swan 6 million
  • Setter AI once fell from 10,000 dollars MRR to zero

The risk in selling 'AI runs it for you'

Polsia's founder says about one company in ten on the platform has earned at least a dollar; churn is extreme, the AI bill is huge, and there are complaints about refunds. Meerkats.ai runs on a university grant, service income and cloud credits, and its costs rise once the credits run out.

  • The seller making money does not mean buyers will
  • Model and cloud bills grow with usage
  • Grants and free credits run out

Dependencies and risks

These agents act for users on other companies' platforms: Lancer on Upwork, ProspectZero on LinkedIn, Setter AI over WhatsApp and SMS. Platform stances on automation and national laws on automated outreach and texting decide whether they can continue, and model makers now offer hosted agents themselves.

  • Platforms restrict automated accounts
  • Automated outreach and texting are regulated country by country
  • Model makers build agents too

Cases graded A or B

See them all in the case library →

Tools

Tools and platforms the cases mention. Every link goes to the official site, and we earn nothing from them.

ToolUsed forLink
Claude CodeProspectZero is built with it, several features a weekOfficial site ↗
OpenAI APIOne of the models Meerkats.ai picks per taskOfficial site ↗
Claude APIOne of the models Meerkats.ai picks per taskOfficial site ↗
Model Context Protocol (MCP)How Polsia's founder says its agents call toolsOfficial site ↗
UpworkThe freelance marketplace where Lancer finds work for usersOfficial site ↗
WhatsApp BusinessOne of the channels Setter AI answers leads onOfficial site ↗

Platform rules and compliance

  • Read the terms before automating anything on Upwork, LinkedIn or similar platforms: LinkedIn restricts automated accounts, and Upwork's stance on automation decides whether a product like Lancer can continue.
  • Automated calls, texts and WhatsApp marketing are regulated country by country, and many places require prior consent; check the target market's rules before launch.
  • If the product spends users' money on ads or domains, publish the fees and the refund policy; Polsia has refund complaints.
  • When you state revenue, say how it was measured: how a run rate is calculated, and that funding is not revenue.

Compare

Compare: AI-driven agency services

FAQ

How much can an AI agent platform make?

All six of our cases are self-reported: the four without venture money make 900 to 20,000 dollars a month; Polsia claims a 10-million-dollar run rate, which is the last 30 days times twelve.

Do I need funding?

Not necessarily. Lancer, Setter AI, ProspectZero and Meerkats.ai took no venture money (Meerkats.ai has a university grant); Swan, which did, has three full-time co-founders and is hard to copy as a side project.

What is the most common use?

Finding and following up leads for businesses or freelancers: five of the six cases do this.

Do users stay?

Churn is the shared problem: one mismatched customer leaving took ProspectZero from 1,100 dollars MRR to about 900; Setter AI fell from 10,000 dollars MRR to zero and back; about nine in ten companies on Polsia have not earned a dollar.

Which rules matter?

Platform limits on automated accounts, national laws on automated calls and texts, and clear fees and refunds whenever you spend users' money.

Want more examples like these?

See them all in the case library →