Decide when an LLM is needed in a workflow

Judges: one workflow step's input. Questions: noul:needs_writing; noul:needs_open_reasoning. Action: only true cases call an LLM.

AA clean typed decision (yes/no, a pick from a list, or a level on a scale) that is concrete, repeats routinely, and has meaningful value.3.89

Key facts

Vertical
Cross-industry
Function
Agents & dev
Status
Idea
Volume
routine
Value
meaningful
Risk
moderate
Evidence
—
Flags
None

Build this with a classifier

Define a typed decision with a bounded answer, then evaluate it on examples.

{
  "decision_type": "choice",
  "question": "Does this input match the decision in “Decide when an LLM is needed in a workflow”?",
  "input": "<input to classify>",
  "output": "one label from a fixed list"
}

Related use cases

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