Five of twelve models named OpenTofu first on the direct prompt; zero named Pulumi. Both were named by all twelve models and OpenTofu carries 49 labels and Pulumi 66, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the infrastructure as code page.
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“If you require strict open-source guarantees (OSI-approved), consider OpenTofu, which is an established community-led fork of Terraform under the MPL 2.0 license.” Qwen 3.7 Flash · negative prompt · first choice
“OpenTofu | Seamless migration from old Terraform, open-source MPL 2.0 license, and fast-paced community innovation.” Gemini 3.5 Flash · scale prompt · first choice
“the best infrastructure-as-code (IaC) tool is OpenTofu (or Terraform), specifically when self-hosted” Qwen 3.7 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Pulumi's free tier is limited: The free Individual tier supports only 1 user, making it impractical for teams without paying.” DeepSeek V4 Flash · budget prompt · soft negative
“Team tier is paid (~$40–$150+/user/month); higher learning curve for ops teams not comfortable with programming.” GLM 4.7 FlashX · budget prompt · soft negative
“Pitfalls: Less mature ecosystem/modules than Terraform, "footguns" from general-purpose languages” Grok 4.1 Fast · negative prompt · soft negative
“If your developers are already writing TypeScript/Python, Pulumi or AWS CDK can flatten the learning curve significantly.” Kimi K2 · scale prompt · first choice
“The best infrastructure as code tools in 2026 are Pulumi, Terraform, OpenTofu... Pulumi offers a distinct approach” Claude Haiku 4.5 · comparative prompt · first choice
“Pulumi | Strong multi-language support, excellent secrets engine, and great developer UX.” Gemini 3.5 Flash · scale prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.