Cycloid is an internal developer portal for engineering teams · cycloid.io ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
Port is first at 69%.
Port is first at 57%.
Port is first at 44%.
“Consider it when multi-cloud infrastructure management, Terraform-centric workflows, and FinOps are central requirements”Perplexity Sonar · Paraphrase question · alternative
“If you need multi-cloud governance + cost guardrails, not just a portal: Cycloid is positioned for mid-to-large orgs.”Muse Glimmer 30B · Paraphrase question · alternative
“If you want portal + platform workflows + governance → Cycloid or WSO2”GPT-5.4 mini · Comparative question · alternative
“focus on platforms that include execution (e.g., Humanitec, Cycloid, Qovery)”GLM 4.7 FlashX · Negative question · alternative
“Other Options to Avoid on a Tight Budget - Cortex, configure8, or Cycloid are excellent but are paid SaaS platforms”Grok 4.20 · Budget-constrained question · warning
The products named in the same answers as Cycloid, over the 43 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 41 | 23 | View → | |
| 40 | 7 | View → | |
| 28 | 1 | View → | |
| 26 | 1 | View → | |
| 22 | 1 | View → | |
| 21 | 5 | View → | |
| 19 | 0 | View → | |
| 10 | 1 | View → | |
| 7 | 0 | View → | |
| 7 | 0 | View → |
What the models named instead of Cycloid →
A side-by-side page exists where both products are among a category's top eight.
Stated on Cycloid's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 43 of the 43 answers that named Cycloid and are not a share of its labels.
100 of the 141 domain citations in answers naming Cycloid came from a third party's page. Nine were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages are listed as the models cited them.
| 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 |
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 204 | 0 | 2025-03-25 | Developer portals, IaC | |
| News or press | 87 | 0 | 2025-05-09 | Developer portals | |
| Conference or event | 32 | undated | ITSM | ||
| Comparison | 16 | 2 | 2026-09-24 | ||
| Case study | 8 | 2 | 2026-09-18 | ||
| Glossary or explainer | 8 | 1 | 2026-07-08 | ||
| Podcast or video | 5 | 0 | 2025-02-17 | ||
| Webinar or virtual event | 3 | 0 | 2025-02-12 | ||
| Report or ebook | 2 | 0 | 2026-07-02 | ||
| Template or tool | 1 | 1 | 2026-07-08 | Developer portals |
Every page cycloid.io exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.