jevrecipes

Recipe catalog / invoice-facets

Label what an invoice states

Which of these does invoice state: vendor identity, an invoice number, a due date, line items, a tax or total breakdown?

You need several independent presence checks on invoice text in one call, to spot missing fields before routing it for approval or entry.

Explore this recipe interactively ยท Source and implementation guide

Use invoice-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 { invoiceFacets } from 'jev-recipes/invoice-facets';

const result = await invoiceFacets({
  "invoice": "Northwind Design Studio\n412 Harbor St, Portland OR\n\nINVOICE #2024-0187\nBill to: Acme Robotics, Attn: Accounts Payable\n\n1. Landing page redesign, 24 hrs @ $120/hr ........ $2,880.00\n2. Icon set (32 icons) ................................ $640.00\n\nSubtotal: $3,520.00\nTax (0%): $0.00\nTotal due: $3,520.00\n\nThank you for your business.",
  "minConfidence": 0.8
});
console.log(result);

Input contract

FieldTypeNeeded
invoicestringRequired
minConfidencenumberOptional
Full input and result schemas
{
  "input": {
    "$schema": "https://json-schema.org/draft/2020-12/schema",
    "type": "object",
    "properties": {
      "invoice": {
        "type": "string"
      },
      "minConfidence": {
        "type": "number",
        "minimum": 0,
        "maximum": 1
      }
    },
    "required": [
      "invoice"
    ]
  },
  "result": {
    "$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": [
            "statesVendor",
            "statesInvoiceNumber",
            "statesDueDate",
            "statesLineItems",
            "statesTotals"
          ]
        }
      },
      "labels": {
        "type": "object",
        "properties": {
          "statesVendor": {
            "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
          },
          "statesInvoiceNumber": {
            "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
          },
          "statesDueDate": {
            "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
          },
          "statesLineItems": {
            "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
          },
          "statesTotals": {
            "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": [
          "statesVendor",
          "statesInvoiceNumber",
          "statesDueDate",
          "statesLineItems",
          "statesTotals"
        ],
        "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 invoice-facets.

{
  "model": "demo-fixture",
  "usage": {
    "input_tokens": 0,
    "output_tokens": 0
  },
  "status": "ready",
  "detected": [
    "statesVendor",
    "statesInvoiceNumber",
    "statesLineItems",
    "statesTotals"
  ],
  "labels": {
    "statesVendor": {
      "status": "ready",
      "verdict": "present",
      "probability": 0.97,
      "confidence": 0.97
    },
    "statesInvoiceNumber": {
      "status": "ready",
      "verdict": "present",
      "probability": 0.95,
      "confidence": 0.95
    },
    "statesDueDate": {
      "status": "ready",
      "verdict": "absent",
      "probability": 0.12,
      "confidence": 0.88
    },
    "statesLineItems": {
      "status": "ready",
      "verdict": "present",
      "probability": 0.93,
      "confidence": 0.93
    },
    "statesTotals": {
      "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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