Evidence over confidence alone
An agent's confidence can help prioritize review. The source document and applied rule are what let a reviewer make a grounded decision.
Andmera notes
Why every number needs a source.
A finished report is only useful if the people responsible for it can explain the figures inside it.
- 1Source evidence
- 2Applied rule
- 3Calculation
- 4Validation
- 5Reported figure
The question comes after the report.
A manager asks why costs moved. An accountant challenges a classification. A reviewer asks which transactions support a balance. Without lineage, answering means opening files and rebuilding the work.
Keep the reasoning with the result.
Source traceability connects the final figure to the mapping, calculation and original evidence. It turns a report from a static endpoint into something your team can inspect and explain.
Controls before commentary
Reconcile and validate the numbers before asking an agent to explain them. A fluent explanation cannot substitute for a passed control.
Experts at the decision point
Agents prepare the evidence and surface the exceptions. Accountants and reporting specialists decide whether the result is ready to use.
Your data already contains the report.
Give Andmera your data, rules and reporting objective. Let it handle the preparation, validation and investigation.