3-5 years of relevant experience in AI, LLMs, natural language processing, or conversation design. Strong experience with LLM prompting, particularly with OpenAI and Anthropic models, including hands-on experience with APIs. Proficiency in Python for quick prototyping and interacting with APIs. Experience with low-code automation tools (e.g., Zapier, Retool, Make) is a plus. Copywriting, data science, and software engineering skills are a plus.