Social Post 06: Audit Trail Risk
- James W.
- 3 days ago
- 1 min read

Regulators expect immutable metering records.
When an ESOS or MEES auditor reviews your metering data, they ask: "Show me the audit trail."
If your answer is "the data is in our EMS"—you have a problem.
AI-estimated readings, especially when retroactively corrected or refined, need full lineage:
When was this reading calculated?
What inputs were used?
Which model version?
Any corrections applied? Why? By whom?
Without immutable, documented audit trails, auditors flag "data integrity concerns."
VMGA-AUDIT solves this by implementing:
Timestamped records
Source documentation
Change logs
Dispute event tracking
Audit trails transform compliance from "we hope we're okay" to "here's the proof."

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