Begin with the identifier contract
A billing or onboarding field should name the identifier family before validation starts. Preserve the original string and its source label, then note the expected country or EU member state when available. This prevents a plausible-looking EIN, VAT number, card number, or bank code from being sent through the wrong rule set.
Normalize only what the specification allows
The validators can handle common presentation differences, but normalization is not a license to delete meaningful characters. Keep a raw value beside the normalized candidate, retain country prefixes, and record whether spaces, hyphens, or case were changed. A frequent failure is a copied value with an extra label, a missing prefix, or a separator removed from the wrong position.
Read the result as format evidence
Use the family-specific output to review length, alphabet, prefix, country pattern, and any checksum or check digit. EU VAT rules vary by member state; IBAN and SWIFT/BIC have different structures; and a US EIN has a nine-digit pattern without this workflow proving current IRS assignment. A card-format pass likewise does not authorize a transaction.
Close the loop safely
Accept the value for the next formatting-dependent step only when the relevant checks pass and the record includes the raw input, normalized value, selected family, and warnings. If the business question is whether an account exists, a taxpayer is registered, a card can be charged, or funds are available, start a separate authorized verification workflow.