AIOps at Scale
NMLStream’s AI solution, called Quadrant, uses AI to anticipate problems and guide users
to solutions even in large scale distributed systems.
Consequently, Quadrant’s architecture is structured
end-to-end to handle this scale. Everything from data
ingestion and compute to user interaction support responsive
AI interaction for even the most demanding business-critical
Performance of NMLStream’s Backward Chaining Algorithm
Quadrant ingests streaming metrics from system infrastructure and
uses patented technology called backward chaining to build relationships
between key performance indicators (KPIs) and potential causal metrics.
For a large dataset of alarms, Quadrant was able to identify causal metrics
in over 92% of the alarms. The accuracy of the algorithm improves as the alarm duration increases.