# Humanitec: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 28 judge labels across 1 category by 11 of 14 models. Page: https://www.gane.ai/index/it/vendors/humanitec

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Internal developer portals](https://www.gane.ai/index/it/developer/internal-developer-portals/index.md) | 0% | 11 | 18% | 28 |

## What the models said for it

- "If you need infrastructure provisioning, focus on platforms that include execution (e.g., Humanitec, Cycloid, Qovery)." (GLM 4.7 FlashX, Developer portals)
- "Choose Humanitec or another infrastructure-focused platform if the primary problem is environment provisioning" (Perplexity Sonar, Developer portals)
- "Choose it if the primary goal is automated environment provisioning and deployment orchestration" (Perplexity Sonar, Developer portals)
- "*Vendors to watch:* Harness (spincycle.io), Humanitec, Compass (by Cloudbees/VMware), Stackhero." (Qwen 3.7 Flash, Developer portals)

## And against it

- "Humanitec is better if your main problem is environment and infrastructure orchestration, not primarily the developer portal experience" (GPT-5.4 mini, Developer portals)
- "Tools such as Humanitec or similar platform-orchestration products may be excessive if the organization primarily needs service discovery" (Perplexity Sonar, Developer portals)
- "better understood as a platform orchestrator that can sit behind a portal—not a like-for-like portal choice" (GPT-6 Luna, Developer portals)
- "More niche—good for CI/CD-focused or Kubernetes-heavy environments but less holistic as full IDPs." (Grok 4.20, Developer portals)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Humanitec, from 69 of the 77 answers that named it (only the models that return a source list).

### Domains cited

- cycloid.io: 33
- opslevel.com: 25
- port.io: 25
- dupple.com: 22
- humanitec.com: 21 (its own site)
- toolradar.com: 21
- gane.ai/index: 19
- roadie.io: 18
- controlplane.com: 17
- thectoclub.com: 17

### Pages cited

- https://dupple.com/learn/best-internal-developer-portals: 22
- https://cycloid.io/blog/top-11-internal-developer-platforms-idps-in-2026: 20
- https://toolradar.com/guides/best-internal-developer-portals: 20
- https://controlplane.com/blog/post/best-internal-developer-platforms: 16
- https://humanitec.com/internal-developer-portal: 16
- https://thectoclub.com/tools/best-internal-developer-portals: 16
- https://opslevel.com/resources/internal-developer-portal-the-buyers-guide: 13
- https://guideflow.com/blog/internal-developer-platform: 12

## In its own words

What Humanitec's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: The Platform Orchestrator at the core of your Internal Developer Platform. (https://humanitec.com/)
- For: platform engineers (https://humanitec.com/)
- Price stated: Pricing (https://humanitec.com/)
- Free plan or trial: Free trial (https://humanitec.com/)

## What it publishes

Every page humanitec.com exposes, read 2026-09-29: 224 addresses. By kind, pages and the last 90 days:

- blog: 94 pages, 2 in the last 90 days, latest 2026-08-10
- case study: 10 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 1 pages, 0 in the last 90 days, latest 2024-01-22
- conference or event: 100 pages, 0 in the last 90 days, latest undated
- report or ebook: 1 pages, 0 in the last 90 days, latest undated
- comparison: 5 pages, 0 in the last 90 days, latest 2026-03-23
- glossary or explainer: 3 pages, 0 in the last 90 days, latest 2024-01-25
- Recent: 2026-08-10 blog: A simpler and more secure architecture with built in drivers https://humanitec.com/blog/a-simpler-and-more-secure-architecture-with-built-in-drivers
- Recent: 2026-08-06 blog: Incremental deployments https://humanitec.com/blog/incremental-deployments
- Recent: 2026-06-12 blog: The base env is your friend https://humanitec.com/blog/the-base-env-is-your-friend
- Recent: 2026-06-12 blog: How to buy humanitec https://humanitec.com/blog/how-to-buy-humanitec
- Recent: 2026-06-10 blog: Feature announcement mcp knowledge server https://humanitec.com/blog/feature-announcement-mcp-knowledge-server
- Recent: 2026-06-10 blog: Generate a complex resource estate from three lines of code https://humanitec.com/blog/generate-a-complex-resource-estate-from-three-lines-of-code

## 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.