Automation can reduce repetitive work, but a faster classification is not automatically a correct accounting conclusion. The strongest AI-enabled workflow assigns machines the repetitive pattern work and people the judgment, exception handling and approval.
Automate the predictable
Data intake, duplicate detection, recurring reminders, document matching and first-pass categorisation are good candidates when rules and confidence thresholds are visible.
Review the meaningful exceptions
Unusual vendors, related parties, new accounts, large adjustments and transactions that affect tax or restricted funding deserve a human review. Keep an audit trail of what the system suggested and what the reviewer accepted.
Protect the operating model
Use role-based access, backups, validation rules and a rollback plan. Automation should strengthen the close and reporting process, not create an unexplainable black box.
Key takeaways
- Automate repeatable work with visible rules.
- Route high-impact exceptions to a reviewer.
- Keep access, audit trails and rollback part of the design.
A clear next step
Lago Mayor combines accounting operations with systems automation and quality review so technology remains accountable.
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