Cast AI vs AWS

Side-by-side comparison of AI visibility scores, market position, and capabilities

AWS leads in AI visibility (96 vs 42)
Cast AI logo

Cast AI

EmergingCloud & Infrastructure

Cloud Cost Optimization

Kubernetes cost optimization platform raised $108M Series C in Apr 2025 and achieved unicorn status at $1B+ in Jan 2026; AI-driven automation continuously rightsizes clusters for 2,100+ customers across AWS, Google Cloud, and Azure.

AI VisibilityBeta
Overall Score
C42
Category Rank
#151 of 305
AI Consensus
73%
Trend
up
Per Platform
ChatGPT
36
Perplexity
47
Gemini
38

About

Cast AI is a Kubernetes cloud cost optimization platform founded to help engineering teams dramatically reduce their cloud infrastructure spending without manual intervention. The company was built on the observation that most Kubernetes clusters are significantly over-provisioned — teams allocate far more compute than workloads actually consume because manual right-sizing is time-consuming and risky. Cast AI's platform uses AI-driven automation to continuously analyze workload resource consumption, identify over-provisioned nodes, and automatically rightsize and rebalance clusters in real time across AWS, Google Cloud, and Azure.\n\nCast AI's core product sits between the cloud provider and the Kubernetes cluster, acting as an autonomous cost optimization layer that adjusts compute allocation dynamically based on actual usage patterns. The platform handles spot instance management, node autoscaling, pod bin-packing, and workload scheduling optimizations — capabilities that typically require dedicated platform engineering teams to implement manually. Cast AI provides a single-pane dashboard showing real-time savings, cost trends, and optimization recommendations across multi-cloud Kubernetes environments.\n\nCast AI raised a $108M Series C in April 2025 and achieved unicorn status at a $1B+ valuation in January 2026, reflecting strong product-market fit in the cloud cost management space. The company serves 2,100+ customers and has documented billions of dollars in cumulative cloud savings across its user base. Cast AI competes with Spot by NetApp, StormForge, and cloud-native autoscaling tools, differentiating through the depth of its autonomous optimization — going beyond simple recommendations to fully automated, continuous rightsizing.

Full profile
AWS logo

AWS

LeaderCloud Infrastructure

Public Cloud Platform

Amazon (NASDAQ: AMZN) AWS world's largest cloud at $115B FY2024 revenue with 30% market share; 200+ services with Bedrock AI platform and Trainium custom chips competing with Azure and Google Cloud for enterprise and AI infrastructure.

AI VisibilityBeta
Overall Score
A96
Category Rank
#2 of 305
AI Consensus
77%
Trend
stable
Per Platform
ChatGPT
98
Perplexity
99
Gemini
97

About

Amazon Web Services (AWS) is the cloud computing division of Amazon.com, Inc. (NASDAQ: AMZN) — headquartered in Seattle, Washington — operating the world's largest and most comprehensive cloud platform with 200+ services spanning compute (EC2, Lambda, ECS, EKS), storage (S3, EBS, EFS), databases (RDS, DynamoDB, Redshift, Aurora), AI and machine learning (SageMaker, Bedrock, Rekognition, Polly), networking (VPC, Route 53, CloudFront CDN), developer tools (CodeBuild, CodeDeploy, CodePipeline), and industry-specific cloud services for healthcare, financial services, and government. AWS generated $115 billion in revenue in fiscal year 2024 (+18% year-over-year) and $33 billion in Q3 2025 revenue (+20% year-over-year), maintaining approximately 30% global cloud infrastructure market share as the largest of the three dominant hyperscale cloud providers.

Full profile

AI Visibility Head-to-Head

42
Overall Score
96
#151
Category Rank
#2
73
AI Consensus
77
up
Trend
stable
36
ChatGPT
98
47
Perplexity
99
38
Gemini
97
38
Claude
93
43
Grok
90

Key Details

Category
Cloud Cost Optimization
Public Cloud Platform
Tier
Emerging
Leader
Entity Type
brand
platform

Capabilities & Ecosystem

Capabilities

Only Cast AI
Cloud Cost Optimization
Only AWS
Public Cloud Platform
AWS is classified as platform (part of Amazon).

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