# Cycloid: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 16 judge labels across 2 categories by 10 of 14 models. Page: https://www.gane.ai/index/it/vendors/cycloid

## 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% | 12 | 7% | 15 |
| [IT financial management](https://www.gane.ai/index/it/operations/it-financial-management/index.md) | 0% | 67 | 0% | 1 |

## What the models said for it

- "Consider it when multi-cloud infrastructure management, Terraform-centric workflows, and FinOps are central requirements" (Perplexity Sonar, Developer portals)
- "If you need multi-cloud governance + cost guardrails, not just a portal: Cycloid is positioned for mid-to-large orgs." (Muse Glimmer 30B, Developer portals)
- "If you want portal + platform workflows + governance → Cycloid or WSO2" (GPT-5.4 mini, Developer portals)
- "focus on platforms that include execution (e.g., Humanitec, Cycloid, Qovery)" (GLM 4.7 FlashX, Developer portals)

## And against it

- "Other Options to Avoid on a Tight Budget - Cortex, configure8, or Cycloid are excellent but are paid SaaS platforms" (Grok 4.20, Developer portals)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Cycloid, from 43 of the 43 answers that named it (only the models that return a source list).

### Domains cited

- cycloid.io: 32 (its own site)
- port.io: 19
- opslevel.com: 15
- controlplane.com: 14
- fromdev.com: 13
- dupple.com: 11
- toolradar.com: 10
- gane.ai/index: 9
- github.com: 9
- roadie.io: 9

### Pages cited

- https://controlplane.com/blog/post/best-internal-developer-platforms: 14
- https://cycloid.io/blog/top-11-internal-developer-platforms-idps-in-2026: 14
- https://cycloid.io/blog/top-11-idp-providers-internal-developer-platforms-in-2026: 13
- https://fromdev.com/2024/06/best-3-internal-developer-portals-of-2024.html: 13
- https://opslevel.com/resources/internal-developer-portal-the-buyers-guide: 12
- https://cycloid.io/blog/idp-for-enterprise: 11
- https://cycloid.io/solutions/idp-for-enterprise: 11
- https://dupple.com/learn/best-internal-developer-portals: 11

## In its own words

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

- Positioning: An internal developer portal and platform in one: a portal you customise, Blueprints and policy, to deploy, run, promote and compose. Sovereign cloud, self-hosted or hyperscaler. (https://cycloid.io/)
- For: people and assistants (https://cycloid.io/)
- Price stated: Pricing (https://cycloid.io/)
- Starting price: 0 (https://www.cycloid.io/pricing)
- Free plan or trial: Start free (https://www.cycloid.io/pricing)
- Certifications: ISO 27001
- Hosting: EU-hosted available
- Customers named: European Commission, Hotel Spider, Arrow Electronics, OBS, Alchemy, Valiantys, Orange Business Services, CloudXcelerate

## What it publishes

Every page cycloid.io exposes, read 2026-10-05: 954 addresses. By kind, pages and the last 90 days:

- blog: 204 pages, 0 in the last 90 days, latest 2025-03-25
- case study: 8 pages, 2 in the last 90 days, latest 2026-09-18
- webinar or virtual event: 3 pages, 0 in the last 90 days, latest 2025-02-12
- conference or event: 32 pages, 0 in the last 90 days, latest undated
- report or ebook: 2 pages, 0 in the last 90 days, latest 2026-07-02
- comparison: 16 pages, 2 in the last 90 days, latest 2026-09-24
- template or tool: 1 pages, 1 in the last 90 days, latest 2026-07-08
- glossary or explainer: 8 pages, 1 in the last 90 days, latest 2026-07-08
- podcast or video: 5 pages, 0 in the last 90 days, latest 2025-02-17
- news or press: 87 pages, 0 in the last 90 days, latest 2025-05-09
- Recent: 2026-09-24 comparison: Build vs buy https://www.cycloid.io/build-vs-buy
- Recent: 2026-09-18 case study: European commission https://www.cycloid.io/customer-stories/european-commission
- Recent: 2026-07-08 glossary or explainer: What is cloud provisioning definition approaches tools 2026 https://www.cycloid.io/blog/what-is-cloud-provisioning-definition-approaches-tools-2026
- Recent: 2026-07-08 template or tool: Features of internal developer portals the complete checklist 2026 https://www.cycloid.io/blog/features-of-internal-developer-portals-the-complete-checklist-2026
- Recent: 2026-07-08 comparison: Port idp review features pricing alternatives 2026 https://www.cycloid.io/blog/port-idp-review-features-pricing-alternatives-2026
- Recent: 2026-07-08 case study: Customer success stories how teams use cycloid to accelerate platform engineering https://www.cycloid.io/blog/customer-success-stories-how-teams-use-cycloid-to-accelerate-platform-engineering

## 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.