- How big a batch can I upload?
- Practical limit: 5,000 VINs per upload. For larger batches email sales@ — we can do 100k+ but want to coordinate the timing.
- What happens to invalid VINs?
- They get a row in the output with the Error column populated. The rest of the batch isn't blocked — partial-failure tolerance is a first-class feature.
- XLSX vs CSV — which should I pick?
- XLSX if a human will open the file (typed cells, frozen header, currency-formatted MSRP). CSV if it feeds a downstream pipeline that wants a flat string format.
- Do you store the uploaded VINs?
- No. Uploads are processed in-memory and discarded after the spreadsheet renders. The VIN list is not retained.
- Why not just use NHTSA vPIC?
- vPIC is great for the build label but doesn't return trim, base MSRP, or photo URL. If you only need YMM, vPIC is free — use it.
- Can I get more columns?
- The chassis supports it. Email sales@ with the columns you want; if there's general demand we add them to the standard output.