When ML in Production Becomes a Liability: How SMBs Avoid Operational, Security, and Compliance Risk
Machine learning in production becomes a liability when models affect business decisions without monitoring, governance, or audit trails. For European SMBs selling into regulated markets (finance, healthcare, insurance), unmonitored ML creates reputational, legal, and operational risk. The trigger point is when predictions influence pricing, credit assessment, recommendations, or automated decisions where errors cause customer harm, […]
