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ANALYSIS

Comparative Analysis of Smart Scaler

The only fully automated Gen AI Autoscaler that uses Application Performance Metrics to reduce error rates to zero, lower costs while driving unparalleled user experience.


Predictive Automation
Gen AI	Included	Not Supported	Not Supported	Not Supported
RPS Predictor	Included	Not Supported	Not Supported	Not Supported
Pod Capacity Estimator	Included	Not Supported	Not Supported	Not Supported
Proximal Policy Optimizer	Included	Not Supported	Not Supported	Not Supported
Automation
Reduction in DevOps hours	Included	Not Supported	Not Supported	Not Supported
Node Latency	Zero	2-5 mins	2-5 mins	Not Supported
Inputs for predictive scaling
RPS (Request Per Second)	Included	Not Supported	Not Supported	Not Supported
Error Rates	Included	Not Supported	Not Supported	Not Supported
Service Graph	Included	Not Supported	Not Supported	Not Supported
CPU	Included	Included	Included	Included