3-5 years of relevant experience in AI, LLMs, NLP, or conversation design. Exceptional communication and documentation skills. Mastery of LLM prompting with OpenAI and Anthropic models, including API experience. Proficiency in Python for prototyping and API interaction. Experience with low-code automation tools (Zapier, Retool, Make) is a plus. Copywriting, data science, and software engineering skills are a plus.