AI Knowledge & Execution Grounding Specialist

Required Experience & Skills

• 3–5 Years Experience: Ideally in Management Consulting , Operations , or Business Analysis within the SMB/Startup ecosystem.
• AI Grounding Literacy: You must understand how Retrieval-Augmented Generation (RAG) works—specifically how "chunking" and "vector embeddings" impact the quality of a business recommendation.
• Process Mapping: Proficiency in tools like Miro, LucidChart, or Notion to map out "Execution Workflows" before they are fed into the AI.
• Technical Familiarity & Specific AI Tooling: While this is a Knowledge Team role, you will use JSON, YAML, and SQL as the 'instructional languages' to define how our AI orchestration tools ( LlamaIndex or LangChain ) interact with our proprietary growth content. You will not write application code, but you will be responsible for structuring our execution blueprints into these formats so the AI can filter, prioritize, and retrieve the exact right 'action step' for an SMB’s specific context (e.g., industry, team size, or revenue stage) without hallucinating.
• The "Scrappy" Mindset: A builder who can manually audit a 50-step growth plan and identify exactly where the AI lost the "logic" of the execution.