FIVE DATA FAMILIES · ONE CLEAR VOCABULARY

Validation APIs, with clearer boundaries.

A valid API response should say what happened—not ask your team to guess. Explore five data families and a shared language for their results.

Know the scope before integrating

These pages provide implementation guidance and fictional examples. This website does not perform live checks, issue API keys, or claim source-provider coverage. Read the service scope.

DEFINE THE OBSERVATION

Five questions. Not one boolean.

Use the narrowest description that accurately explains the check. Keep an observation separate from the decision your product makes.

LayerQuestionWhat to document
StructureCan the input be parsed under an explicit rule?Input shape, required context, supported representation.
NormalizationIs there a more useful representation?A proposed transformation, with the original meaning preserved.
ConsistencyDo related values agree?A named comparison between known inputs—not an independent source match.
Source comparisonDoes a claim match a specified record?A separately enabled, authorized method with documented coverage.
Holder linkageIs the evidence connected to the applicant?A distinct verification process, not an inference from formatting.

The distinction between evidence validation and identity verification is discussed in NIST’s identity proofing guidance. The table above is a proposed integration vocabulary, not a claim of conformance to an assurance level.

RESPONSE DESIGN

Uncertainty is a useful result.

A source outage is not an invalid person. An unsupported input is not a mismatch. Preserve those differences in the response and the next action.

address.response.json
{
  "demo": true,
  "request_id": "sample_address_001",
  "status": "needs_review",
  "checks": {
    "structure": "pass",
    "postal_reference": "not_checked",
    "residence": "not_checked"
  },
  "reasons": [
    {
      "code": "example_only",
      "message": "Fictional fixture; no real-world validation performed."
    }
  ],
  "next_action": "review_requirements"
}
LOCAL EXAMPLE · NO NETWORK REQUESTJSON / UTF-8

Home address: fictional response example. These predefined signals illustrate a proposed contract, not a check of real data. View service scope.

YOUR NEXT INTEGRATION

Make your next check
more meaningful.

Start with the right question. Build toward a clearer answer.