Legacy QMS
Audit-first, AI-bolted-on
- Built for the auditor, not the engineer.
- System-of-record approach: store documents, don’t reason across them.
- AI is bolted on after the fact — no real product-context grounding.
- Migration is painful and slow; teams resist using it.
- Locks you in: switching costs $400K+ and 4 months of QMS revalidation.