Chat tools produce disposable text. Miniloop produces structured outputs that workflows can depend on. Outputs are typed, named, and designed to be consumed by machines, not copy-pasted by humans.


Structured outputs are the foundation of reliable AI workflows.
Every step produces explicitly named outputs that downstream steps can reference without ambiguity.
Define output shapes upfront so results are consistent, validated, and safe to consume programmatically.
Downstream steps consume structured outputs directly. No parsing, no copying, and no guesswork.
Free-form text is easy for humans to read but unreliable for systems to consume. Formatting changes, edge cases creep in, and downstream steps break. Miniloop replaces prose with schemas so outputs are predictable and reusable.

