Compare tools
Side-by-side features, use cases and pricing — because the right pick depends on your job and budget, not just the ranking.
⇄ Comparison dimension — pick the market you're actually shopping in
✕
Pulumi
✓ verifiedFreemium
Infrastructure-as-code platform to define and manage cloud resources in general-purpose languages, with an AI infra agent for teams.
1.9K saves
✕
Middleware
✓ verifiedFreemium
Full-stack observability platform with an AI SRE agent that detects, debugs, and auto-fixes issues across infra, apps, and users.
47K visits/mo713 saves
Pricing
Individual: $0 forever (1 user, 500 deployment minutes, 5M Neo tokens/mo)
No public pricing
Core features
- ✦IaC in multiple general-purpose languages
- ✦State management for projects, stacks, and environments
- ✦Neo AI infrastructure agent
- ✦Secrets and configuration management
- ✦Registry of 170+ providers and reusable packages
- ✦Insights, governance, and compliance remediation
- ✦Infrastructure and application performance monitoring
- ✦Log monitoring with AI insights
- ✦Real user monitoring
- ✦OpsAI SRE agent for detection and auto-fix
- ✦Synthetic and browser testing
- ✦LLM observability
Use cases
- →Provisioning multi-cloud infrastructure programmatically
- →Managing secrets and environment configuration
- →Building internal developer platforms
- →Automating deployments with CI/CD
- →Monitor full-stack app and infra health
- →Debug incidents faster with AI
- →Correlate frontend and backend issues
- →Observe Kubernetes and cloud environments
Visit
