Chatbot guardrail layer for LLM concierges

Judges: one draft bot answer. Questions: noul:gives_medical_advice; noul:invents_price; noul:leaks_PHI. Action: block or fallback.

STop tier. Meets A, and the payoff is major with high confidence.5.87

Key facts

Vertical
Healthcare & dental
Function
Agents & dev
Status
Idea
Volume
high
Value
major
Risk
high
Evidence
—
Flags
human-review

Build this with a classifier

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

{
  "decision_type": "yes_no",
  "question": "Does this input match the decision in “Chatbot guardrail layer for LLM concierges”?",
  "input": "<input to classify>",
  "output": "yes | no"
}

Related use cases

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