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A candidate types 'remote python job for freshers' into MailerMen and expects the right ten listings back.
Keyword matching gets you halfway. The rest comes from an LLM layer that expands the query, infers intent and reranks the shortlist. Across six months you will own the prompts in that layer: the query rewriter, the intent classifier, and the reranker deciding which listing sits at position one.
You will not be guessing. We keep click through and application rates per query, and you will learn to read them properly. Expect to build a labelled relevance set of about a thousand query and listing pairs, then use it to compare any prompt change against the live version before it ships.
You will work from the Mumbai office three days a week, sitting with two backend engineers and a data analyst. There is a fortnightly relevance review where the team argues about specific queries and specific results. Turn up with examples and you will do well in that room.
MailerMen runs a verified job board covering startup and product roles across twelve markets, and takes on interns across engineering, data, design and marketing to build it.