Being able to follow the trail — from an AI output back to the data, model, and decisions that produced it — to understand exactly how a result was reached.
Being able to follow the trail — from an AI output back to the data, model, and decisions that produced it — to understand exactly how a result was reached.
AI traceability encompasses data traceability (linking model behaviour to training data), model traceability (versioning models and linking to experiments), decision traceability (recording individual AI-assisted decisions with context), and process traceability (documenting workflows and human interventions). The EU AI Act requires traceability through its logging requirements (Article 12) for high-risk systems and data governance documentation in Annex IV. W3C PROV-O provides a semantic vocabulary for representing traceability. ISO/IEC 42001 includes traceability as a management system requirement.
MLOps platforms that enforce experiment tracking, model versioning, and decision logging create traceability as a platform capability — reducing the governance burden on individual teams and ensuring consistent auditability.
Like the traceability system in the food supply chain — every step from farm to table is recorded so that in the event of a contamination incident, authorities can identify the exact source and recall only the affected products.
Being able to follow the trail — from an AI output back to the data, model, and decisions that produced it — to understand exactly how a result was reached.
AI traceability encompasses data traceability (linking model behaviour to training data), model traceability (versioning models and linking to experiments), decision traceability (recording individual AI-assisted decisions with context), and process traceability (documenting workflows and human interventions). The EU AI Act requires traceability through its logging requirements (Article 12) for high-risk systems and data governance documentation in Annex IV. W3C PROV-O provides a semantic vocabulary for representing traceability. ISO/IEC 42001 includes traceability as a management system requirement.
MLOps platforms that enforce experiment tracking, model versioning, and decision logging create traceability as a platform capability — reducing the governance burden on individual teams and ensuring consistent auditability.