Streaming Intelligence in Action
Watch winkComposer solve real-world problems. Each use case runs actual building blocks in your browser — from raw data through detection to explainable assessment.
Detecting Bearing Failure→
A bearing degrades over 7 days in a NASA test rig. A winkComposer flow tracks vibration energy, spots a distribution shift, and flags the problem — days before failure.
Catching Process Drift→
A catalyst slowly degrades in a chemical reactor. Temperature stays flat — the cooling loop masks the problem. Three winkComposer pipelines catch the fault hours early.
Detecting Server Latency Degradation→
A server’s latency hovers around 45ms for 14 days. The average barely moves. But composed window statistics reveal the system is quietly destabilizing.
These demos run real winkComposer pipelines on published research datasets. Parameters are calibrated from domain knowledge, not hand-tuned to the data. As the framework matures and testing deepens, assessment behaviour and edge-case handling may be refined.