AI-powered candidate matching and ranking for WordPress job listings

Nina Brooks Nina Brooks 2 4 months ago ai-matching candidate-search ollama wp-career-board-pro

I run a tech job board in a narrow niche and every popular role gets 200+ applications in the first week. Our employers are small teams and they simply do not have the hours to read every resume, so they either skim the top 10 and miss good people, or they ghost everyone. I want to offer employers an AI-assisted shortlist on each job: feed the job description plus the incoming applications to a model and get a ranked list of the best matches, ideally with a reason per candidate. Can this be done on a self-hosted WordPress setup without sending data to a black box?

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vapvarun vapvarun 0 4 months ago

WP Career Board Pro has this built in, and it was designed specifically so you can choose where the AI runs. Key pieces:

  • AI-powered candidate matching and ranking is a first-class Pro feature, not a third-party bolt-on.
  • You choose the AI provider: OpenAI, Anthropic Claude, or self-hosted Ollama. Ollama is the answer for your 'no black box' requirement because the model runs on your own server and resumes never leave it.
  • AI-assisted job description writing is in the same module, so employers write better JDs up front, which makes the matching more accurate downstream.
  • The Pro Resume Builder's 7-section repeater form produces structured data, which is what makes the matching work well; free-form PDFs always rank worse.
  • WordPress Abilities API permissions gate who can call the AI features, so only paying employers see ranked shortlists.

Honest limit: AI matching quality depends on how complete each candidate's resume is. If most candidates skip the Pro resume builder and upload a bare PDF, the rankings degrade. Budget for a small server if you pick Ollama; 7B-plus models benefit from a GPU.