For an Associate AI + Automation role, the interview process is usually practical and medium difficulty: a short recruiter screen is followed by a 45–60 minute hiring manager interview that mixes behavioral questions with a real-world scenario (map a workflow, propose an automation MVP, define success metrics, and call out risks), plus light technical checks like Python/SQL basics, APIs, data flow, error handling, and basic GenAI judgment (when to use an LLM, how to structure outputs, and how to evaluate). Some companies add a small panel or a simple take-home, but they’re mainly looking for clear thinking, safe implementation instincts, and strong communication—not deep ML theory or heavy LeetCode.