CloudCostMatrix 8 of 10 live
Production-Vetted Blueprint

AI / ML Inference & Pipeline

Recommended for: GenAI applications, model hosting, real-time embeddings search

High-throughput architecture featuring high-capacity compute instances, scalable object storage for model weights and dataset embeddings, managed database for metadata, and high bandwidth egress.

Estimated Cost Across 3 Cloud Providers

Calculated using production baseline pricing in US-East with standard commitments.

Active Currency: USD

Amazon Web Services

AWS Benchmark
$3,516 /mo
Annual Total: $42,188
Lowest TCO

Microsoft Azure

Azure Benchmark
$3,321 /mo
Annual Total: $39,849

Google Cloud Platform

GCP Benchmark
$4,085 /mo
Annual Total: $49,018

Cost Topology & Budget Hotspot Map

Visual data flow with live budget allocation for this blueprint — the red-hot node is the largest cost driver.

Cost Topology & Budget Hotspot Map

Live budget allocation across your architecture on the cheapest provider — click a node to jump to its configurator.

Hotspot: Traffic & Egress is 39% of total spend
Cost hotspot (largest budget share).|Percentages are share of total monthly spend on the lowest-TCO provider (Azure).

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