CIRAL Studio
RapidAPI

DataUsabilityVerdict

"Can this external data be safely used?"

Deterministic verdict for external API data. USABLE or UNUSABLE. Zero LLM, stateless.

Introduction

DataUsabilityVerdict is a defensive API that answers one simple question: "Can this external data be safely used?". It returns a deterministic verdict — same input, same output. Always. Zero LLM, stateless, designed to integrate into your automated pipelines.

Input

Send a POST request with a JSON payload. See the example on the right.

Output

The response contains a verdict and explanatory signals. See the example on the right.

Verdicts

VerdictMeaning
USABLEData can be safely used.
UNUSABLEData presents risks and should not be used.

Signals

Each response includes a signals object that details the reasons for the verdict. These signals are deterministic and reproducible.

What the API does NOT do

  • Does not fix invalid data
  • Does not store any data
  • Does not perform schema transformation
Request
{
  "source": "external_api",
  "data": {
    "id": "12345",
    "value": "sample_data",
    "timestamp": "2025-01-15T10:30:00Z"
  },
  "schema_expected": {
    "id": "string",
    "value": "string",
    "timestamp": "datetime"
  }
}
Response200 OK
{
  "verdict": "USABLE",
  "confidence": "high",
  "signals": {
    "schema_valid": true,
    "data_fresh": true,
    "source_trusted": true
  },
  "warnings": []
}

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