20VC: Sierra’s $100K Token Budgets and the Future of AI-Native Engineering

AI is turning token spend into a core operating cost, and Sierra co-founder Clay Pavore thinks every engineer will need a real token budget. In this condensed recap of 20VC with host Harry Stebbings, you’ll hear how Sierra is building enterprise AI on top of open-weights models, why frontier intelligence demand may be far bigger than most expect, and how forward-deployed engineering is helping land complex customers fast. The episode also explores AI-native hiring, internal tools like Sierra Brain, permissioned data access through MCP, and the competitive dynamics shaping the enterprise AI market. This summary cuts the full episode down to a fast listen, giving you the key ideas on AI strategy, token economics, product differentiation, leadership, and the future of engineering. Listen now to get the key ideas in minutes.