Recommendations

Smart Optimization, Not Guesswork

AI-powered recommendations with confidence scores and safety analysis. Know exactly what to optimize and how much you'll save.

Rightsizing

Downsize overprovisioned instances based on actual CPU and memory utilization. Each recommendation shows current vs recommended size with monthly savings.

Reserved Instances & Savings Plans

Identify steady-state workloads that benefit from commitments. Cloptima recommends the optimal commitment level based on 30-90 day usage patterns.

Idle Resource Cleanup

Detect resources running at <10% utilization, unattached volumes, idle load balancers, and unused elastic IPs. Each flagged with estimated monthly waste.

Storage Optimization

Recommend S3 lifecycle policies, EBS volume type changes (gp2→gp3), and storage tiering based on access patterns.

Safety Analysis

Every recommendation includes a safety score: Low/Medium/High risk. High-risk changes (like downsizing production databases) are flagged with detailed impact analysis.

Confidence Scoring

AI confidence level (1-100%) based on data quality, observation period, and workload stability. Only high-confidence recommendations are surfaced by default.

FAQ

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