Cloud FinOps & AI Architecture Audit Sheet
Printable 1-page cloud infrastructure checklist to slash AWS/GCP bills by 40%–60% and prevent unmonitored GPU token runaway.
CLOUD FINOPS & AI INFRASTRUCTURE AUDIT
Compute Rightsizing, Zero-Egress Storage & Anomaly Detection Protocol • 2026 Edition
Project / Org
__________________
Cloud Provider
__________________
Monthly Budget
$ ________________
Target Savings
40% – 60%
1. AI GPU & Compute Rightsizing
PagedAttention / vLLM: Deployed for 3.5x inference token throughput.
Specialized GPU Clouds: Workloads routed to RunPod/Lambda Labs (Save 55%).
Spot / Preemptible: Training checkpointing enabled for 70% spot discounts.
ARM Graviton CPU: Upgraded web microservices to t4g/c7g (20% lower cost).
2. Storage & Zero-Egress Networking
Zero-Egress Buckets: AI weights hosted on Cloudflare R2 / Tigris.
S3 Intelligent-Tiering: Infrequently accessed datasets auto-archived.
VPC Private Endpoints: Internal traffic routes avoid NAT Gateway \$0.045/GB.
Unattached EBS Volumes: Deleted orphaned snapshot and gp2/gp3 volumes.
3. Database & Serverless Optimization
Lambda Memory Tuning: Profiled function duration to prevent over-allocation.
DynamoDB On-Demand: Low-traffic staging tables set to pay-per-request.
Redis Connection Pool: Prevented DB socket exhaustion and spike charges.
Savings Plans: 1-Year Compute Savings Plans locked for baseline loads (Save 34%).
4. FinOps Governance & Alerts
AWS Budgets Alarm: Trigger automated Slack alert at 80% monthly spend.
Cost Anomaly Detection: Active ML monitor for sudden token burn spikes.
Mandatory Tagging: Enforce Environment, Service, and Owner cost tags.
Idle Teardown: Staging environments auto-terminate outside 9am-6pm.
Generated by CloudYield.tools • AI FinOps & Cloud Compute Suite.
FinOps Protocol 2026
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