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AI-Powered Personalized Recruiter Message Generation

System Design · LinkedIn · Medium

Functional Requirements A recruiter authenticates, views a list of candidates, selects one, and clicks “generate message.” The system retrieves the candidate’s profile, recent activity, the relevant job opening, and the recruiter’s historical outreach (including writing style and response rates). An LLM-driven pipeline produces a draft message. The recruiter can edit the draft before sending. Telemetry captures response and non-response signals for feedback. Non-Functional…

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