1+ years of hands-on experience building and deploying AI/ML applications, LLM-based systems, or agentic workflows 5+ years in operations roles (RevOps, Marketing Ops, Sales Ops, or MarTech), preferably in B2B SaaS environments Basic proficiency in Python and experience with LLM frameworks (LangChain, LlamaIndex, or similar) Hands-on experience with LLM APIs (OpenAI, Anthropic, etc.) and prompt engineering Experience building RAG systems and working with vector databases Proficiency with API integration, webhooks, and workflow automation tools Working knowledge of GTM platforms (Salesforce, Marketo) and automation tools (Zapier, Make.com, n8n) Understanding of B2B sales and marketing processes, lead lifecycle, and revenue operations fundamentals