Forward-Deployed Engineering Is How Enterprise AI Learns
Forward-deployed engineering has become the centre of the enterprise AI land grab. AWS is spending $1 billion to embed thousands of engineers with customers, Palantir’s decade-old playbook is now the industry default, and OpenAI and Anthropic hire for the role by name. This article explains what forward-deployed engineers actually do, why 95% of AI pilots failed without them, how the embedded learning loop works, what the talent shortage means, and how mid-sized businesses can buy the same loop at their own scale.