Who AI recommends, and when it changes.
Data as of Apr 11, 2026 · Based on 32 AI answers · A buyer need in Cloud Infrastructure Management and Security. · See how Parse measures this
Between late March and early April 2026, leads AI recommendations for infrastructure as code provisioning, appearing in 38% of recommendations thanks to its language flexibility and developer-centric approach. follows as the top open-source alternative, while and round out the top choices for specific team needs. The data shows consistent preference across both ChatGPT and Google AI, though 's share is significantly higher than others.
Where a different pick wins:
CrossplaneCrossplane uses Kubernetes APIs to manage external cloud resources, fitting teams already using Kubernetes for orchestration. · 2 sources
OpenTofuOpenTofu eliminates licensing risks with its community-driven, fully open-source fork of Terraform. · 2 sources
AnsibleAnsible bridges on-premise and cloud infrastructure with procedural configuration management. · 1 source
Terraform/OpenTofu offers a cloud-agnostic, declarative approach with the broadest provider support. · 2 sources
Recommendation share
Pulumi leads at 38% of AI recommendations; OpenTofu follows at 17%.
By platform
Both platforms lead with Pulumi.
Representative prompts behind this market ranking, and how AI tends to answer.
Buyer needs that sit next to this one in the same market.
Why here: Praised for letting developers use familiar languages like Python, TypeScript, and Go, reducing the learning curve for software teams. · 4 sources
loses on multi cloud management vs Terraform
Why here: Favored as the fully open-source, community-driven fork of Terraform with no licensing concerns and drop-in compatibility. · 3 sources
loses on market position vs Terraform
Why here: Recommended for multi-cloud standardization, leveraging a vast provider ecosystem and strong community support. · 2 sources
loses on vendor lock in vs OpenTofu
Why here: Ideal for Kubernetes-native environments, enabling infrastructure management via GitOps through Kubernetes APIs. · 2 sources
“What's the best IaC (Infrastructure as Code) tool for a Cloud Engineer to learn in 2024?”
AI points to Pulumi for developers comfortable with programming languages, Terraform/OpenTofu for broad multi-cloud and declarative workflows, and
“Which devops platforms specialize in infrastructure as code management for Azure?”
Recommendations highlight 
“What's the best Infrastructure-as-Code tool for managing a multi-cloud setup with minimal vendor lock-in?”
Terraform/OpenTofu is called the go-to for multi-cloud with reduced lock-in; Pulumi is suggested if the team favors coding languages.
