Three of fourteen models named OpenTofu first on the direct prompt; zero named Pulumi. OpenTofu was named by thirteen of the fourteen models and Pulumi by fourteen and OpenTofu carries 57 labels and Pulumi 75, 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 fourteen 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.
Across every category in the November 2026 Edition, OpenTofu and Pulumi were named in the same answer 152 times, of the 166 answers naming OpenTofu and the 224 naming Pulumi. In those answers Pulumi took the first choice three times and OpenTofu sixty-seven.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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. Five of six in this category shown.
“it is younger; validate support for niche providers, modules, CI/CD integrations, and state migrations before moving a large estate” Perplexity Sonar · negative prompt · soft negative
“Don't assume a Terraform-to-OpenTofu switch is completely frictionless.” GPT-6 Luna · negative prompt · soft negative
“the practical budget pick is: OpenTofu if you want Terraform compatibility with a permissive, truly open source license and zero software cost” Muse Glimmer 30B · budget prompt · first choice
“many cost-conscious teams are now choosing OpenTofu, which is an open-source fork of Terraform designed to ensure it stays forever free” Qwen 3.7 Flash · budget prompt · first choice
“For most budget-conscious companies, OpenTofu offers the best combination of zero licensing cost, mature features, multi-cloud support” MiniMax M2.5 · 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.
“Imperative/Programming-Language-Based Tools like Pulumi (or CDK for Terraform) ... Why cautious? You're writing code ... instead of pure declarative configs.” Grok 4.20 · negative prompt · soft negative
“great if your team already prefers real programming languages, but it can be more complex and may take more engineering time” GPT-5.4 mini · budget prompt · soft negative
“Be Aware of Dependencies... A breaking change in `npm` or `pip` dependencies can break your infrastructure deployment.” Qwen 3.7 Flash · negative prompt · soft negative
“If you need multi-cloud or hybrid support, Terraform or Pulumi are top choices.” Mistral Small · comparative prompt · first choice
“Pick 2–3 tools (e.g., OpenTofu + Pulumi + one managed platform like Spacelift).” Grok 4.20 · scale prompt · first choice
“Pulumi is an excellent free option for individuals and small teams” GLM 4.7 FlashX · budget prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.