Managed AI Platform vs. DIY Stack

DIY buys flexibility

A custom stack can match exact infrastructure, privacy, and workflow requirements. It is the right path when AI is central to the company's defensible product surface.

Platforms buy focus

A managed platform gives teams authentication, billing, tools, connectors, observability, model routing, and collaboration faster than building each piece. The risk is fitting your workflow into someone else's assumptions.

Choose by ownership

Build the parts that differentiate your product. Buy or adopt the parts that are necessary but not unique. Revisit the decision as usage, compliance needs, and team capacity change.