AI for the Fortune 2000: How Tenex Builds an AI-Native SDLC — Alex Lieberman & CJ Hess
Tenex scales output-based AI engineer compensation to 75 people serving Fortune 2000 clients
Tenex, an AI-powered development shop, has grown to 75 people by paying engineers for delivered output rather than hours worked, using story points tied to customer retention incentives to prevent gaming. Their MetaHarness system checks plans and architectural decisions into Git so AI agents can understand not just what was built but why, enabling continuity across agentic tasks. The shift signals that enterprise AI transformation shops are now grappling with how to value non-coding work—context gathering, architecture, problem scoping—as models handle more of the implementation.