Processes are needed to address deviance and variability often achieved through audits, analysis, and In addition, measures are needed to contend with natural variability.

And no amount of forensic auditing will put back accountability for what was not there to begin with. And unlike any previous technology adoption, AI is subtractive, not additive.

consistent output using: standard operating procedures, measurements and monitoring, inspections and audits

establishes a clear framework for compliance and provides a record of compliance efforts which aids the audit

fact, training for many organizations is seen as the dominate means to achieve compliance apart from audits

Audit tells you what happened.

Optimize for Actual Value : Regularly audit your digital systems to identify over-processing, unnecessary

This is what happens to those that only use audits to manage compliance. Audits are necessary but ineffective at protecting our businesses and keeping everyone safe. Next to audits, training is the predominate method used by companies to achieve compliance. No wonder the effort applied to audits is so high and increasing. and immediate certainty of compliance and reduce the spiraling increase and dependence on audits.

This distinction is critical and affects how audits should be conducted to assess compliance. In addition, it allows the means by which they are met to improve and mature over time which is recommended Whereas, the previous approach is a remnant of prescriptive-based compliance focused on audits where

Audits look back. Agentic AI decides and acts in seconds.

This is usually performed by an external auditor or certification body. emissions by 2050 ​ ​ ​ ​ ​ Objectives Plant Manager Environmental Specialist Plant Managers / Supervisors Audit

Audits, obligation registers, controls, risk measures, training; none of these by themselves is enough