EVENTSomething changes
Reasoning engines
Business conditions change faster than static workflows.
A reasoning engine evaluates context, rules, dependencies, and exceptions so that the business receives an explained response rather than another isolated alert.
From raw event to justified actionContext and reasoning sit between detection and response.
CONTEXTCurrent state is evaluated
REASONRules are evaluated
ACTIONResponse is explained
Why reasoning matters
Static rules are not enough when conditions interact.
The same event can require different responses depending on asset state, production priority, safety conditions, and compliance obligations.
Apply business logic the same way every time.
Respond quickly when real-world conditions change.
Know why the alert exists and what is expected.
Track policy-driven decisions clearly.
Update behaviour as policies evolve.
The difference
An alert should explain the situation, not merely announce it.
Cooling pump vibration is high.
The manager must search several systems to understand the effect and decide what to do.
Line 3 output is at risk.
- Cause
- Cooling pump vibration exceeded threshold.
- Impact
- 18% of planned production is at risk during the next shift.
- Action
- Inspect Pump CP-03 before 13:15.