* Revenue figures are market-based estimates only and are not guarantees of income. Actual results will vary based on execution, market conditions, and individual effort. This is not financial or investment advice.
How the agent runs it
Agent pulls open roles from ATS, writes compelling JDs optimized for both SEO and candidate experience, posts to job boards, and writes employer brand blog posts. Auto-updates as roles change.
Who this is for
This business suits freelance content writers, SEO specialists, or recruitment marketers who already understand job description best practices and employer branding. If you've written job posts, optimized content for search, or consulted on hiring messaging, you have the domain knowledge to position and sell this service. It's ideal for someone who wants high-leverage recurring revenue without managing employees or complex client relationships.
Market opportunity
The U.S. job board market is worth $2B+ annually, and 70% of companies struggle with SEO-optimized job descriptions that rank and convert candidates. Remote work has increased hiring velocity—companies now post more roles across more boards simultaneously, creating acute demand for automation. AI-driven content generation has made this feasible only in the last 12 months, making now the ideal window before competitors saturate the space.
Tech stack
Monetization
$50–200 per JD or $200–2K/mo for companies with high hiring volume.
Key risks
- → Must stay current with EEOC and compliance language
- → ATS API access requires enterprise agreements
Getting started
- 1 Set up Claude API and ATS integrationsRegister for Claude API and gain OAuth access to Lever or Greenhouse documentation. Test pulling a real job posting from an ATS to confirm the integration works end-to-end. This validates the technical foundation before you sell anything.
- 2 Build a prompt template for JDsWrite a detailed Claude prompt that takes raw job data (title, description, requirements) and outputs SEO-optimized, candidate-friendly job descriptions. Include keyword research best practices and test on 3–5 real roles to refine quality and tone.
- 3 Create a demo for a target companyApproach one hiring manager or recruiter (ideally a personal connection) and offer a free sample: rewrite 1–2 of their current JDs using your agent. This builds proof of concept and gives you a case study to show prospects.
- 4 Design pricing and service packagesDefine two tiers: per-JD pricing ($50–200 depending on complexity) for small companies, and monthly retainers ($200–2K) for high-volume hiring teams. Align pricing with the time your agent saves them and their hiring velocity.
- 5 Launch outreach to recruiters and HR teamsBuild a list of 50–100 mid-market companies or agencies in your region with active hiring. Email hiring managers and recruiters with your demo, case study, and a clear ROI: better SEO rankings, faster time-to-hire, and less manual work. Track responses and iterate your pitch.
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