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Micro Optimizations, Macro Results: The Sedai Approach to Cloud Optimization

JJ

John Jamie

Content Writer

March 12, 2025

Large dramatic changes to cloud infrastructure often lead to performance problems �At Sedai, we've discovered a better way through AI-driven micro optimizations that deliver remarkable results without disrupting your systems.

The Power of Small, Continuous Improvements

1️⃣ Micro Approach

Look at this real example from one of our customers - 27 autonomous cloud optimizations on a single ECS service over 9 months, saving $1,777 annually. Each small change minimizes risk while our AI learns from each action.

The optimization history shows a consistent pattern of cost reductions across multiple dates, with varying impacts:

  • Several optimizations delivering $87 in annual savings
  • Multiple smaller adjustments providing $19 in annual savings
  • All changes executed autonomously, without requiring engineering intervention
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2️⃣ Scaling it Up

This same approach happens continuously across 1,500+ services in this customer's environment, with our AI making countless small, safe adjustments throughout their cloud infrastructure.

Our platform doesn't make a single dramatic change - instead, it implements dozens of carefully calculated micro-optimizations that compound over time.

3️⃣ Macro Result

The impact? Over $500K in annual savings for this customer alone, achieved without disruption to performance or availability.

This is the power of reinforcement learning applied to cloud optimization. Each small step compounds into significant savings while maintaining service reliability.

Why This Matters

When your engineering team isn't fighting fires from overly aggressive changes, they can focus on innovation instead of damage control. Our approach means:

  • No performance degradation from hasty cutbacks
  • No availability issues from miscalculated resource reductions
  • No middle-of-the-night alerts because an optimization went wrong

Is your organization still making risky, large-scale optimizations? Let's talk about how Sedai's micro optimization approach can transform your cloud operations while delivering substantial cost savings.

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