Sana still has some real protection, but it is product- and go-to-market-specific, not model-specific.
Possible defenses:
- Learning system depth: LMS/LXP, course management, classrooms, admin workflows, analytics, and compliance-like training programs are not replaced by a chat window.
- Enterprise implementation friction: rolling out learning and knowledge systems across a large company involves integrations, permissions, content migration, taxonomy, change management, and stakeholder buy-in.
- Buyer identity: L&D teams may prefer a purpose-built learning platform over a general AI assistant.
- Workflow packaging: if Sana delivers opinionated, measurable outcomes for enablement, onboarding, and internal training, that is stronger than "AI for work" hand-waving.
What does not protect them much:
- generic claims around AI-powered knowledge search,
- content generation,
- AI tutoring,
- or workflow automation.
Anthropic is coming directly for those.