Starter Story · 2026-03-08
I Built a $10K/Month AI Agent
Ivan, who runs the dev agency MVP Masters, built Lancer, an AI agent that finds, qualifies and bids on Upwork jobs for freelancers and agencies, first as an internal tool. After friends in a beta closed three five-figure clients in two weeks, he launched it with premium usage-based plans ($79-$500/month) and reached $10K MRR in 3-4 months with zero paid ads. Growth came from 'connectors': Upwork coaches recruited as affiliates on 20-30% lifetime commission, mostly two coaches, one via a beta user's intro and one via cold LinkedIn outreach with a $1,000 offer for a call.
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Numbers mentioned
| Who | Metric | Value | Context | When |
|---|---|---|---|---|
| Lancer | mrr | USD 10K/month approximate | Reached in the 3rd or 4th month after launch | 1:52 |
| Lancer | time to milestone | 3–4 months approximate | Launch to $10K MRR, with zero paid ads | 1:52 |
| Lancer | price | USD 79 | Pay-as-you-go plan: 30 proposals included | 1:52 |
| Lancer | price | USD 2per proposal | Pay-as-you-go overage per extra proposal | 1:52 |
| Lancer | price | USD 300 | Lite plan: 250 proposals included | 1:52 |
| Lancer | price | USD 1.5per proposal | Lite plan overage per extra proposal | 1:52 |
| Lancer | price | USD 500/month | Unlimited plan; initially the launch offer | 1:52 |
| Lancer | commission rate | 30% | Lifetime commission when the coach signs, onboards and sets up the client on Lancer | 9:05 |
| Lancer | commission rate | 20% | Lifetime commission for a referral only | 9:05 |
| Lancer | cost | USD 1,000per affiliate /one-time | Offered to the second Upwork coach just to get on a call and become a user | 9:05 |
| Lancer | share | most of growth approximate | Share of growth from just two Upwork coach affiliates | 8:49 |
| aggregateAgency-owner friends in Lancer's beta test | new customers | 3 clients approximate | Five-figure clients closed within 2 weeks of using the tool | 3:26 |
| aggregateTypical Upwork coach used as a connector/affiliate | new customers | 5–20 clientsper coach /month approximate | New paying coaching clients per coach per month | 7:51 |
| aggregateTypical Upwork coach used as a connector/affiliate | price | USD 600–1,000per client approximate | What coaching clients pay an Upwork coach; sometimes more than $1,000 | 7:51 |
| benchmarkStandard affiliate commission for SaaS connectors (per Ivan) | commission rate | 20–30% approximate | Lifetime commission; can add upfront payment case by case | 11:13 |
| marketUpwork job posts | count | 200K jobs/month approximate | Jobs posted on Upwork each month, around the clock | 3:08 |
| MVP Masters | revenue | over seven figures approximate | Over 5 years; period not fully specified | 2:51 |
| MVP Masters | team size | 20 employees approximate | Almost 20 full-time employees | 2:51 |