Gunjo · Business Intelligence for the AI Era
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Earning $3,000/Month with MultiOn Browser Agents: Lessons from Startup to Meta Acquisition

Workflow: Automate multi-step web tasks daily using browser agents by inputting natural language instructions (e.g., 'Help me book

AGENT

Key Fields

FIELD STAMPS
IndustrySaaS / Enterprise Software
RegionUS
ScaleSME
ChannelOnline

🔧 Workflow

Automate multi-step web tasks daily using browser agents by inputting natural language instructions (e.g., 'Help me book a flight' or 'Extract competitor pricing'). The agent operates the browser and returns structured results. Individuals can package these agents into SaaS services or charge per task, providing automation to SMEs for a steady stream of on-demand revenue. The typical workflow: Client submits task → Agent executes and screenshots for verification → Manual spot-check of results → Delivery and billing, cycling daily.

🛠 Setup Requirements

Requires basic API integration and full-stack development skills, with familiarity in browser extensions or automation frameworks (e.g., Puppeteer, Playwright). Building a Minimum Viable Agent takes 2–4 weeks, utilizing MultiOn open-source components or similar frameworks combined with LLM APIs like OpenAI for instruction parsing. If using the ready-made MultiOn API, setup time can be reduced to 3–5 days, focusing only on scheduling scripts and billing interfaces without needing to train models from scratch.

🧰 Toolchain

  • 🔧 MultiOn API
  • 🔧 OpenAI API
  • 🔧 Playwright
  • 🔧 Chrome Extensions
  • 🔧 Upwork

💰 Revenue

Independent developers providing automation services to SMEs via the MultiOn API earn approximately $3,000 per month. While MultiOn's acquisition price by Meta remains undisclosed, it is rumored to be in the hundreds of millions. Under a per-task billing model, charging $1–$5 per task with a daily volume of 30–50 tasks can generate $3,000–$7,500 monthly, depending on scenario complexity and client volume.

💸 Cost

The MultiOn API charges per task, with personal usage costs around $50–$200 per month. Using LLM APIs directly costs about $0.1–$0.5 per task, keeping total monthly costs under $200. Including server and domain infrastructure, the total monthly cost is approximately $300, with gross margins potentially exceeding 80%.

⏱ Time Investment

Requires 4–6 hours daily for client requirement alignment, agent flow debugging, and error correction. Initially, more time is needed to refine processes; once stable, routine tasks are automated, and manual intervention is limited to exceptions, reducing daily time to 2–3 hours.

🚀 Getting Started

The first step is to select a high-frequency web task (e.g., e-commerce price comparison, form filling, or announcement posting) and use MultiOn or a similar open-source agent to complete the end-to-end flow. Package this as a paid service, validate willingness to pay on freelance platforms or industry communities with a few orders, then standardize the SLA. It is recommended to start with 3–5 low-cost jobs on Upwork or Fiverr to build a reputation before raising prices and moving to direct clients.

🔑 Keys to Success

  • ✅ Select high-frequency scenarios to avoid over-generalization; focus on a single industry to create reusable templates.
  • ✅ Use manual review as a safety net to ensure reliability and reduce client churn.
  • ✅ Charge per task rather than via subscription to align with the cash flow habits of SMEs.
  • ✅ Accumulate vertical industry sample data to continuously fine-tune prompts and improve task success rates.

⚠️ 风险

  • ⚠️ Changes in web page structure can cause agent failures, requiring continuous maintenance and regression testing.
  • ⚠️ Major platforms may block automated operations; rely on compliant scenarios and prioritize public APIs or platforms that permit automation.
  • ⚠️ Increased competition can lead to price wars; build moats through vertical depth and service quality.

📌 Real Cases

  • 📌 MultiOn was founded in 2020, raised $15 million in 2023, and was acquired by Meta in 2025; seed investors included founding members of OpenAI. Individual developer Amir provides web automation services on Upwork via the MultiOn API, earning $3,000/month.
  • 📌 Developer Sarah uses the MultiOn API to help local real estate agencies automatically scrape listings and update their websites, charging $1,500/month per client for 10 clients, totaling $15,000/month.
  • 📌 Freelancer David offers 'automated multi-platform form filling' on Fiverr, charging $10 per task. Processing 20 tasks daily, he earns ~$6,000/month with only ~$100 in API costs.