Deterministic checks: why finance needs them
When the output is a number, you need rules you can test.
How we're different
- Deterministic checks validate critical outputs.
- Confidence bands make review fast and repeatable.
- Exceptions become a workflow, not a scramble.
Trust rule: AI drafts, humans decide for sensitive outcomes.
What you can test
- Scores: amount/date/reference similarity
- Thresholds: high/medium/low confidence
- Outcomes: matched vs exception with explicit reasons
Diagram
Input
→
Rule
→
Score
→
Decision