LLM Resource Analysis
AI-powered VPS cost optimization
Overview
Audit VPS resource usage and suggest concrete optimizations. AI catches forgotten containers, bloated images, and accumulated logs before surprise billing.
Why It Matters
VPS costs creep invisibly. AI audits resource usage continuously and suggests optimizations before you get a surprise bill.
The Risk
Resource waste compounds silently. Logs fill disks, zombie containers consume memory, images bloat with every build. You hit limits during peak traffic or get billed for waste. Both are preventable with regular audits.
Implementation Components
A complete implementation of this capability includes:
- Container and image inventory collection
- Disk usage analysis (logs, images, volumes)
- Memory and CPU utilization patterns
- LLM recommendations for cleanup and optimization
- Automated cleanup scripts for safe removals
- Cost impact estimates
AI Integration
This capability leverages AI/LLM technology to enhance its functionality.
Trigger
Scheduled audit (daily/weekly)
Input
Container inventory + disk usage + memory metrics + image sizes
Output
Optimization recommendations + cleanup scripts + cost savings estimate
Implementation Pattern
- 1Collect resource metrics and container inventory
- 2Send to LLM with usage patterns
- 3Identify waste and optimization opportunities
- 4Generate actionable recommendations
Pipeline Coverage
This continuous capability monitors and applies to the following pipeline phases:
Tool Examples
These are examples, not endorsements. Choose what fits your context.
Dependencies
This capability stands independently.
Same Layer
Other capabilities in this continuous layer
- •#30 Central Logging
- •#31 LLM Log Analysis
- •#32 Metrics & Alerting
- •#33 Error Tracking
- •#34 LLM Error Analysis
+10 more