Requirements

• Proven track record of building AI-powered products - not just bolting a chatbot on, but thinking hard about prompting architecture, model behaviour, and what genuinely good AI UX looks like
• (Desirable) Experience in EdTech, consumer subscription apps, or B2B SaaS with an end-user product component
• Technically hands‑on: comfortable enough with code to prototype ideas, run evals, and debug model outputs using AI coding tools. You don't need to be a software engineer, but you should be able to move fast without waiting for one and move towards contributing to the codebase (Ruby, Rails, Javascript, Postgres, and AWS)
• (Desirable) Familiarity with UK education - exam boards, curriculum structure, how schools buy and adopt software
• Deep understanding of LLM fundamentals - context windows, RAG, prompt engineering, fine‑tuning trade‑offs, and how to measure model quality rigorously
• (Desirable) Experience taking a pro...