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.
smart-scalersmart-scaler
storm-forgestorm-forge
kuberneteskubernetes
karpenterkarpenter
Predictive Automation

Gen AI

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Included

not-supported

Not Supported

not-supported

Not Supported

not-supported

Not Supported

RPS Predictor

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Included

not-supported

Not Supported

not-supported

Not Supported

not-supported

Not Supported

Pod Capacity Estimator

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Included

not-supported

Not Supported

not-supported

Not Supported

not-supported

Not Supported

Proximal Policy Optimizer

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Included

not-supported

Not Supported

not-supported

Not Supported

not-supported

Not Supported

Automation

Reduction in DevOps hours

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Included

not-supported

Not Supported

not-supported

Not Supported

not-supported

Not Supported

Node Latency

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Zero

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2-5 mins

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2-5 mins

not-supported

Not Supported

Inputs for predictive scaling

RPS (Request Per Second)

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Included

not-supported

Not Supported

not-supported

Not Supported

not-supported

Not Supported

Error Rates

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Included

not-supported

Not Supported

not-supported

Not Supported

not-supported

Not Supported

Service Graph

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Included

not-supported

Not Supported

not-supported

Not Supported

not-supported

Not Supported

CPU

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Included

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Included

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Included

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Included

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