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Learn how to implement enterprise-scale AI infrastructure without breaking your budget through this 23-minute conference talk from TechLead London 2025. Discover Typeform's practical approach to democratizing AI access across engineering teams using AWS Bedrock and MCP servers, moving beyond simple ChatGPT Plus subscriptions to create a comprehensive, cost-controlled AI ecosystem. Explore the architectural decisions behind choosing AWS Bedrock over direct vendor integrations to solve billing chaos and eliminate high-friction IAM/VPN requirements. Master the implementation of self-serve Bedrock API keys and internal CLI tooling that enables unlimited, unmetered LLM access for every engineer. Understand how to support federated usage patterns that allow engineers to use their preferred AI tools—whether Cursor, Cline, or Emacs—while maintaining centralized security and billing control. Examine real-world applications including transforming engineering hiring processes by replacing algorithmic tasks with AI-pairing interviews, and building MCP servers for design system prototyping. Gain insights into the core principles of empowerment over prescription, and learn why a "paved road" approach enables tool flexibility while maintaining organizational control and preventing vendor lock-in.
