Chat-based AI produces one-off results that are hard to reproduce. Miniloop guarantees the same structure and behavior every run, even as inputs change.


Miniloop workflows are designed to run safely over and over without degrading.
Workflows execute with the same step structure and output schemas every time, regardless of input changes.
Swap inputs freely while maintaining consistent behavior, formats, and downstream expectations.
Stop digging through old chat threads to figure out how something was produced. The workflow definition is the source of truth.
Prompt-based workflows depend on fragile chat history and manual tweaks. When you try to re-run them, formats change, assumptions break, and results drift. Miniloop makes repeatability a core guarantee, not a hope.

