An AI career coach that verifies job listings, prepares each application, and structures what comes next — growth plan, training, adjacent roles. The human decides what goes out.
Lemu Work is a shipped product from Lemu Lab, an AI laboratory that builds agentic systems in public. The agent helps job seekers confirm that a role is still open, understand what employers actually require, and apply with evidence instead of guesswork.
Job boards decay fast: listings stay indexed long after roles close, requirements get copied from templates, and candidates waste cycles on dead ends. Lemu Work treats URL truth as a first-class problem, not an afterthought.
Applications are only half of it. The same profile drives a growth layer: role readiness, the skills to close, training and adjacent roles, so the search stops being the whole plan.
Traditional job search stacks reward activity metrics: applications sent, profiles viewed, keywords matched. They rarely answer the question that matters most: is this job still real? Candidates tailor CVs, write cover letters, and schedule interviews for postings that closed weeks ago.
Generic AI assistants make this worse by accelerating output without verifying input. Speed without truth creates noise.
The agent runs multi-step workflows across employer sites and job boards. It verifies posting status, extracts structured requirements, and surfaces match signals against your profile, so you invest effort only where opportunity is live.
The agent prepares; the human decides. Lemu Work never submits an application on your behalf. Every CV, letter and send passes through your review.
We did not ship verification as a marketing claim. We built Verify-Bench first, a long-horizon evaluation that measures precision on active vs. stale listings, false-positive rate on "still hiring" signals, and retry behaviour over a 72-hour window.
Every Lemu Work release runs through Verify-Bench before it reaches production. The eval is public on the lab domain; the product is live at work.lemu-lab.com.
Lemu Work is designed for professionals who care about signal quality: career changers, senior hires evaluating selective moves, and anyone tired of applying into closed pipelines. It is not built for bulk auto-apply or recruiter spam workflows.
Related: Verify-Bench eval · All cases · Lab evals