Data QA
Make Every Generated Record Pass Product Constraints
Constraint Course — six gates: Type, Format, Uniqueness, Foreign Key, Business Rule, Distribution. Failed records stop at the gate that caught them. Only full passes enter the dataset.
Constraint Course · 6 gates
1TypeUUID · enum · decimal types match schema
2FormatISO dates · E.164 phones · currency codes
3UniquenessPrimary keys · natural keys · invite tokens
4Foreign Key3 orphan events — subscription_id missing
5Business Rulepast_due requires failed payment event
6DistributionPlan mix within configured bands
Run Data QA after every generation or scenario move.
Random Data Tests Fields. Realistic Data Tests Products.
Your product needs data before your customers do.
GenerateOre is AI Synthetic Data Infrastructure — schema-aware, relationship-safe worlds for development, testing, demos, and AI evaluation.