AIConnect
AWS FinOps & DevSecOps Suite

AWS Cost Savings & IAM Policy Risk Checker

Model AWS FinOps compute and storage reductions (Savings Plans, Spot, Graviton, gp3, S3 tiering) alongside air-gapped zero-trust IAM policy linting for wildcard admin privilege escalation.

Select Enterprise Workload Archetype:

Infrastructure Parameters & Commitments

AWS FinOps Engine
$7,050
$500$10,000$25,000$50,000+
65%
35%

Applicable to batch Whisper speech pipelines, stateless workers, and CI/CD.

40%

Replaces x86 with c7g/m7g nodes: 20% lower cost + 19% higher compute density.

EBS & S3 Storage Optimization

2048 GB
15 TB
$450/mo

Includes unattached EBS volumes, unused ALBs, and idle NAT Gateways identified via AWS Cost Explorer.

PROJECTED FINOPS SAVINGS46.3% Cost Cut
$3,732/ month
$44,785 projected annual savings
Current Baseline Spend:$8,058/mo
Optimized Projected Spend:$4,326/mo

Monthly FinOps Savings Allocation

Compute Savings Plans:$1,132/mo
Spot Workers (Fault-Tolerant):$1,727/mo
Graviton ARM64 Architecture:$276/mo
EBS gp2 → gp3 Storage:$41/mo
S3 Intelligent-Tiering:$106/mo
Idle / Orphaned Cleanup:$450/mo
Book Architecture Audit

Enterprise Cloud Automation: Bridging FinOps Economics & Zero-Trust IAM

Scaling enterprise AI workloads—from dual-channel fine-tuned Whisper telephony clusters on AWS EKS to multi-agent swarms using Amazon Bedrock and LangGraph—creates twin challenges: runaway compute spend and excessive IAM privilege creep.

By combining automated Compute Savings Plans, Spot instance fault-tolerance for batch speech workers, Graviton ARM64 compute, and zero-trust IAM linting, organizations safeguard margins while preventing autonomous agent privilege escalation.

3-Year Compute Commitments

Compute Savings Plans automatically absorb changes across instance families (e.g. g5 to g6 GPUs, or c6g to c7g Graviton) while providing up to 52% cost reductions.

Wildcard Admin Mitigation

Eliminate Action: "*" and iam:PassRole vectors to guarantee that autonomous AI agents cannot mutate security groups or elevate IAM roles.

Zero-Egress Audio Sanitization

Enforce bucket policies requiring aws:SecureTransport: true and restrict S3 object retrieval to private VPC endpoints and dedicated KMS customer managed keys (CMKs).