# Terraform: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 90 judge labels across 4 categories by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/terraform

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Infrastructure as code](https://www.gane.ai/index/it/cloud/infrastructure-as-code/index.md) | 58% | 1 | 17% | 87 |
| [Cloud hosting](https://www.gane.ai/index/it/cloud/cloud-hosting/index.md) | 0% | 44 | 0% | 1 |
| [Data center networking](https://www.gane.ai/index/it/network/data-center-networking/index.md) | 0% | 76 | 0% | 1 |
| [Network monitoring and management](https://www.gane.ai/index/it/network/network-monitoring-and-management/index.md) | 0% | 67 | 0% | 1 |

## What the models said for it

- "Preferred starters: Terraform (or OpenTofu, its open-source fork—use if concerned about HashiCorp's licensing shifts post-2023) for declarative multi-cloud." (Grok 4.20, IaC)
- "For most budget-constrained companies, Terraform offers the best balance of features, flexibility, and cost (free), making it the industry standard." (Claude Haiku 4.5, IaC)
- "Terraform (or OpenTofu if licensing matters) remains the safest default due to ecosystem maturity, hiring pool, and governance tooling" (DeepSeek V4 Flash, IaC)
- "Terraform (or its open-source fork, OpenTofu) is generally the best infrastructure-as-code (IaC) tool for a company with a limited budget." (Grok 4.20, IaC)

## And against it

- "Avoid for tight budgets: Paid platforms like Terraform Enterprise, Pulumi Team, or Spacelift" (Grok 4.20, IaC)
- "Terraform under the BSL license (if your org has restrictions)" (GLM 4.7 FlashX, IaC)
- "Why be cautious: If you are building a commercial product... the BSL license may restrict your use or introduce legal compliance risks." (Gemini 3.5 Flash, IaC)
- "Terraform remains a powerful choice for multi-cloud environments, but be aware of its licensing model and potential scaling costs." (GLM 4.7 FlashX, IaC)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 4 | 1 | 3 | 0 | 8 |
| GPT-5.4 mini | 4 | 0 | 2 | 0 | 6 |
| Gemini 3.5 Flash | 4 | 0 | 2 | 2 | 8 |
| Perplexity Sonar | 3 | 0 | 0 | 1 | 4 |
| Grok 4.20 | 6 | 1 | 0 | 1 | 8 |
| Mistral Small | 5 | 0 | 1 | 1 | 7 |
| DeepSeek V4 Flash | 4 | 1 | 1 | 2 | 8 |
| Llama 4 Maverick | 2 | 2 | 2 | 0 | 6 |
| Qwen 3.7 Flash | 5 | 1 | 0 | 1 | 7 |
| Kimi K2 | 3 | 2 | 0 | 3 | 8 |
| GLM 4.7 FlashX | 3 | 0 | 1 | 2 | 6 |
| MiniMax M2.5 | 5 | 0 | 0 | 0 | 5 |
| GPT-6 Luna | 1 | 1 | 1 | 1 | 4 |
| Muse Glimmer 30B | 2 | 1 | 1 | 1 | 5 |

## Sources returned with these answers

The sites and pages cited by the answers that named Terraform, from 180 of the 233 answers that named it (only the models that return a source list).

### Domains cited

- pulumi.com: 104
- docs.aws.amazon.com: 76
- spacelift.io: 48
- toolradar.com: 43
- dev.to: 40
- techtarget.com: 39
- devopsschool.com: 33
- gane.ai/index: 33
- github.com: 32
- developer.hashicorp.com: 31 (its own site)

### Pages cited

- https://docs.aws.amazon.com/pdfs/prescriptive-guidance/latest/choose-iac-tool/choose-iac-tool.pdf: 44
- https://pulumi.com/blog/infrastructure-as-code-tools: 36
- https://pulumi.com/docs/iac/comparisons/terraform: 33
- https://devopsschool.com/blog/infrastructure-as-code-iac-tools-in-2024: 32
- https://pulumi.com/blog/best-terraform-alternatives: 32
- https://spacelift.io/blog/infrastructure-as-code-tools: 30
- https://docs.aws.amazon.com/prescriptive-guidance/latest/choose-iac-tool/choose-tool.html: 29
- https://techtarget.com/news/8-popular-infrastructure-as-code-IaC-tools-to-consider/858033: 29

## What it publishes

Every page hashicorp.com exposes, read 2026-09-29: 10091 addresses. By kind, pages and the last 90 days:

- blog: 1988 pages, 0 in the last 90 days, latest undated
- case study: 44 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 675 pages, 0 in the last 90 days, latest undated
- conference or event: 203 pages, 0 in the last 90 days, latest undated
- report or ebook: 19 pages, 0 in the last 90 days, latest 2026-03-05
- comparison: 22 pages, 1 in the last 90 days, latest 2026-07-14
- template or tool: 224 pages, 0 in the last 90 days, latest 2026-06-19
- glossary or explainer: 35 pages, 0 in the last 90 days, latest 2026-04-15
- podcast or video: 3 pages, 0 in the last 90 days, latest undated
- news or press: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-07-14 comparison: Compare https://developer.hashicorp.com/terraform/policy/compare
- Recent: 2026-06-19 template or tool: Instana https://developer.hashicorp.com/nomad/tools/autoscaling/plugins/apm/instana
- Recent: 2026-04-20 template or tool: Schedule https://developer.hashicorp.com/nomad/tools/autoscaling/schedule
- Recent: 2026-04-15 template or tool: Migration checklist https://developer.hashicorp.com/vault/docs/concepts/integrated-storage/migration-checklist
- Recent: 2026-04-15 glossary or explainer: Glossary https://developer.hashicorp.com/vault/docs/glossary
- Recent: 2026-04-15 glossary or explainer: What is vault https://developer.hashicorp.com/vault/docs/about-vault/what-is-vault

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.