The 7-Layer Causality Taxonomy Matrix
Interactive sample catalog: Filter across multi-cloud root causes from immediate surface waste down to autonomous rightsizing.
Ecosystem:
AWSHIGH
DET-AWS-EC2-001
Overprovisioned Graviton Workload
Detects Graviton/x86 compute shapes whose peak 14-day CPU and RAM demand never cross 25% allocation ceiling.
AWSCRITICAL
DET-AWS-EBS-002
Unattached gp3 / io2 Block Volumes
Identifies orphaned SSD volumes left behind after instance termination, silently accruing provisioned IOPS billing.
AWSCRITICAL
DET-AWS-SP-003
Unallocated Compute Savings Plans
Quantifies unabsorbed hourly commitments across flexible compute pools, generating swap and arbitrage directives.
AzureHIGH
DET-AZURE-VM-004
Deallocated Azure VM Storage Leak
Flags stopped Azure virtual machines whose high-throughput premium managed OS and data disks continue accruing costs.
GCPHIGH
DET-GCP-CUD-005
Underutilized GCP Flexible CUDs
Surfaces unutilized Google Cloud Committed Use Discounts across N2/C2 machine families before commitment expiration.
K8sHIGH
DET-K8S-REQ-006
Stranded Container Request Drift
Evaluates pod CPU and memory requests against observed container runtimes to reclaim stranded node capacity.
AICRITICAL
DET-AI-VRAM-007
Dormant H100 / A100 GPU VRAM Allocation
Pinpoints high-cost accelerator instances holding reserved VRAM for cold LLM inference weights without active token generation.
AWSMEDIUM
DET-AWS-S3-008
Un-tiered Standard Storage Objects
Detects petabyte-scale immutable telemetry buckets lacking Intelligent-Tiering transition policies.
AWSHIGH
DET-AWS-NAT-009
Cross-AZ Public IP Egress Arbitrage
Pinpoints microservices communicating across availability zones through public IPs rather than private VPC endpoints.
OCILOW
DET-OCI-VNIC-010
Dormant Secondary OCI VNIC Interfaces
Identifies secondary virtual network interface cards on Oracle Cloud compute instances with zero byte transit.
Deterministic AST Evaluation
Detectors run compile-time AST and metric calculus. There is zero heuristic extrapolation or LLM hallucination in cost leak detection.
100% Read-Only Sovereign Air-Gap
Ingestion uses short-lived STS / Workload Identity sessions with strict ReadOnly IAM boundaries. Your cloud assets cannot be mutated during discovery.
AI FinOps & Cluster Compaction
Native inspection into GPU VRAM allocations, FP8 KV cache utilization, and idle reserved capacity across AWS, Azure, GCP, and Kubernetes.