Displaying BodyClass from vPIC Without Inventing Trim Packages
NHTSA vPIC returns a field many UIs want to surface immediately: BodyClass (and related body-style style fields depending on endpoint shape). It is…
Testing & QA
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Why Not to Autocomplete VINs from Partial Input Against NHTSA
Product managers love typeahead. Users type three characters of a city and a dropdown appears. So someone eventually asks: can we autocomplete VINs…
Rejecting I, O, and Q: ISO VIN Charset Rules in Validation
Modern 17-character VINs do not use the letters I , O , or Q . Those characters look too much like 1 and 0 when stamped, printed, or OCR'd. ISO 3779…