Programmatically validate datasets, parsed records, tables, CSV/JSON/YAML/XML/log outputs, benchmark outputs, metric reports, matrix results, counts, percentages, joins, migrations, exports, imports, and any claim that depends on data being read correctly. Use when the user asks to validate data, verify numbers, check parsing, compare expected vs actual data, audit metrics/results, or confirm that nothing was misread.