jevrecipes

Recipe catalog / message-facets

Label the facets of a message

Which of these does message do: ask a question, report a problem, request an action, state a deadline, reference prior contact?

You need several independent yes/no labels on an incoming message in one call, for triage rules or form pre-fill.

Explore this recipe interactively ยท Source and implementation guide

Use message-facets in TypeScript

Install with npm install jev-recipes. Requires Node.js 22.9 or newer and ES modules. Set TYPESAFE_API_KEY in your server environment for live calls, which send input to TypeSafe and use API quota. See the installation guide.

import { messageFacets } from 'jev-recipes/message-facets';

const result = await messageFacets({
  "message": "Following up on ticket 4821: the export still fails with a timeout. Can you escalate this? We need it working before our board meeting on Friday.",
  "minConfidence": 0.8
});
console.log(result);

Input contract

FieldTypeNeeded
messagestringRequired
contextstringOptional
minConfidencenumberOptional
Full input and result schemas
{
  "input": {
    "$schema": "https://json-schema.org/draft/2020-12/schema",
    "type": "object",
    "properties": {
      "message": {
        "type": "string"
      },
      "context": {
        "type": "string"
      },
      "minConfidence": {
        "type": "number",
        "minimum": 0,
        "maximum": 1
      }
    },
    "required": [
      "message"
    ]
  },
  "result": {
    "$schema": "https://json-schema.org/draft/2020-12/schema",
    "type": "object",
    "properties": {
      "model": {
        "type": "string"
      },
      "usage": {
        "type": "object",
        "properties": {
          "input_tokens": {
            "type": "integer",
            "minimum": 0,
            "maximum": 9007199254740991
          },
          "output_tokens": {
            "type": "integer",
            "minimum": 0,
            "maximum": 9007199254740991
          }
        },
        "required": [
          "input_tokens",
          "output_tokens"
        ],
        "additionalProperties": false
      },
      "status": {
        "type": "string",
        "enum": [
          "ready",
          "review"
        ]
      },
      "detected": {
        "type": "array",
        "items": {
          "type": "string",
          "enum": [
            "asksQuestion",
            "reportsProblem",
            "requestsAction",
            "statesDeadline",
            "referencesPriorContact"
          ]
        }
      },
      "labels": {
        "type": "object",
        "properties": {
          "asksQuestion": {
            "type": "object",
            "properties": {
              "status": {
                "type": "string",
                "enum": [
                  "ready",
                  "review"
                ]
              },
              "verdict": {
                "type": "string",
                "enum": [
                  "present",
                  "absent"
                ]
              },
              "probability": {
                "type": "number",
                "minimum": 0,
                "maximum": 1
              },
              "confidence": {
                "type": "number",
                "minimum": 0,
                "maximum": 1
              }
            },
            "required": [
              "status",
              "verdict",
              "probability",
              "confidence"
            ],
            "additionalProperties": false
          },
          "reportsProblem": {
            "type": "object",
            "properties": {
              "status": {
                "type": "string",
                "enum": [
                  "ready",
                  "review"
                ]
              },
              "verdict": {
                "type": "string",
                "enum": [
                  "present",
                  "absent"
                ]
              },
              "probability": {
                "type": "number",
                "minimum": 0,
                "maximum": 1
              },
              "confidence": {
                "type": "number",
                "minimum": 0,
                "maximum": 1
              }
            },
            "required": [
              "status",
              "verdict",
              "probability",
              "confidence"
            ],
            "additionalProperties": false
          },
          "requestsAction": {
            "type": "object",
            "properties": {
              "status": {
                "type": "string",
                "enum": [
                  "ready",
                  "review"
                ]
              },
              "verdict": {
                "type": "string",
                "enum": [
                  "present",
                  "absent"
                ]
              },
              "probability": {
                "type": "number",
                "minimum": 0,
                "maximum": 1
              },
              "confidence": {
                "type": "number",
                "minimum": 0,
                "maximum": 1
              }
            },
            "required": [
              "status",
              "verdict",
              "probability",
              "confidence"
            ],
            "additionalProperties": false
          },
          "statesDeadline": {
            "type": "object",
            "properties": {
              "status": {
                "type": "string",
                "enum": [
                  "ready",
                  "review"
                ]
              },
              "verdict": {
                "type": "string",
                "enum": [
                  "present",
                  "absent"
                ]
              },
              "probability": {
                "type": "number",
                "minimum": 0,
                "maximum": 1
              },
              "confidence": {
                "type": "number",
                "minimum": 0,
                "maximum": 1
              }
            },
            "required": [
              "status",
              "verdict",
              "probability",
              "confidence"
            ],
            "additionalProperties": false
          },
          "referencesPriorContact": {
            "type": "object",
            "properties": {
              "status": {
                "type": "string",
                "enum": [
                  "ready",
                  "review"
                ]
              },
              "verdict": {
                "type": "string",
                "enum": [
                  "present",
                  "absent"
                ]
              },
              "probability": {
                "type": "number",
                "minimum": 0,
                "maximum": 1
              },
              "confidence": {
                "type": "number",
                "minimum": 0,
                "maximum": 1
              }
            },
            "required": [
              "status",
              "verdict",
              "probability",
              "confidence"
            ],
            "additionalProperties": false
          }
        },
        "required": [
          "asksQuestion",
          "reportsProblem",
          "requestsAction",
          "statesDeadline",
          "referencesPriorContact"
        ],
        "additionalProperties": false
      }
    },
    "required": [
      "model",
      "usage",
      "status",
      "detected",
      "labels"
    ],
    "additionalProperties": false
  }
}

Saved example result

This hand-authored response demonstrates the contract. It is not a model accuracy measurement. Run it without an API key: npx jev-recipes demo message-facets.

{
  "model": "demo-fixture",
  "usage": {
    "input_tokens": 0,
    "output_tokens": 0
  },
  "status": "ready",
  "detected": [
    "asksQuestion",
    "reportsProblem",
    "requestsAction",
    "statesDeadline",
    "referencesPriorContact"
  ],
  "labels": {
    "asksQuestion": {
      "status": "ready",
      "verdict": "present",
      "probability": 0.86,
      "confidence": 0.86
    },
    "reportsProblem": {
      "status": "ready",
      "verdict": "present",
      "probability": 0.97,
      "confidence": 0.97
    },
    "requestsAction": {
      "status": "ready",
      "verdict": "present",
      "probability": 0.95,
      "confidence": 0.95
    },
    "statesDeadline": {
      "status": "ready",
      "verdict": "present",
      "probability": 0.93,
      "confidence": 0.93
    },
    "referencesPriorContact": {
      "status": "ready",
      "verdict": "present",
      "probability": 0.96,
      "confidence": 0.96
    }
  }
}

Evaluation evidence

Fixture only

No verified live accuracy measurement is available. Evaluate representative cases before using this decision in your workflow.

Use the evaluation guide to measure this decision on your own labeled cases.

Limitations

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