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Build an AI workspace that searches 300+ job sources and fit-scores every lead

Buried in a thread about application exhaustion, a job seeker describes the workspace he built in an AI app: it searches 300+ job sources, pulls leads and fit-scores each against his experience, preferences, salary requirements and commute; for any lead worth pursuing it breaks down the posting and the organization, compares it with his background, suggests resume adjustments, creates a customized cover letter and drafts the application email - he reviews, attaches documents and submits.

How it works

  1. Configure the workspace with his experience, preferences, salary floor and commute limits
  2. It searches 300+ job sources and pulls leads
  3. Each lead is fit-scored against his profile
  4. For chosen leads it analyzes the posting and company
  5. Suggests resume adjustments and creates a tailored cover letter
  6. Drafts the application email
  7. He reviews and submits

Why it’s worth knowing

The score comes before the effort: 300+ sources are graded against his salary floor and commute first, so he only ever tailors applications that already fit his life.

Where it’s from

Summarized from a public post on reddit.com. See the original ↗

Upgraded prompt

A ready-to-use prompt for this idea, built from research on what makes AI agents do the job right: who the AI should be, the exact steps, and a check to make sure it was done the way you wanted.

1Who the AI should be
2The prompt, with the steps
3The check when it’s done
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