Is your entire AI workflow built around one platform? What's your plan if it goes down, slows down, or gets too expensive?

In this article, you'll discover how to build AI workflows that aren't tied to any single platform.

This article was co-created by Nicole Leffer and Michael Stelzner. For more about Nicole, scroll to the end of this article.

Why Portable AI Workflows Matter

When marketers find a preferred AI platform, they often build projects, prompts, and workflows specific to that tool. This feels efficient, but it creates dependencies that can cost you unexpectedly.

The main reason to build portably is stability. AI platforms can go down, and a business built entirely around one tool is at risk. As AI becomes embedded in operations, a platform outage becomes a real operational risk.

Performance is another concern. AI model updates can unexpectedly affect output quality.…