The standing depends on who is buying. Every model is asked the same questions for each company size.
JumpCloud is first at 20%.
JumpCloud is first at 22%. 3 of 14 models made it the first choice when asked directly.
No model named it for this buyer.
“Cakewalk and Akeyless are currently the leading recommendations for this specific segment”Qwen 3.7 Flash · Direct question · first choice
“The best non-human identity management platform for a mid-market B2B company is Cakewalk”Llama 4 Maverick · Direct question · first choice
“JumpCloud and Cakewalk are the top recommendations”Mistral Small · Direct question · first choice
“Offers unified IAM for humans and AI agents with runtime policy gateway, suitable for mid-market B2B companies”Llama 4 Maverick · Direct question · alternative
No model argued against it.
The products named in the same answers as Cakewalk, over the 12 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 6 | 2 | View → | |
| 3 | 0 | View → | |
| 3 | 0 | View → | |
| 3 | 0 | View → | |
| 3 | 0 | View → | |
| 3 | 0 | View → | |
| 3 | 0 | View → | |
| 2 | 1 | View → | |
| 2 | 0 | View → | |
| 2 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
Stated on Cakewalk'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 12 of the 12 answers that named Cakewalk and are not a share of its labels.
Twenty-five of the forty-five domain citations in answers naming Cakewalk came from a third party's page. Eight 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 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 1 | 0 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 1 | 1 | 1 | 0 | 3 |
| Qwen 3.7 Flash | 1 | 1 | 0 | 0 | 2 |
| Kimi K2 | 0 | 0 | 2 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Glossary or explainer | 62 | 0 | 2025-06-19 | IGA, MFA | |
| Blog | 47 | 24 | 2026-09-29 | IGA | |
| Conference or event | 10 | 7 | 2026-08-12 | ||
| Webinar or virtual event | 7 | 1 | 2026-07-06 | ||
| Case study | 6 | undated | IGA | ||
| News or press | 2 | 1 | 2026-07-30 | ||
| Comparison | 1 | 1 | 2026-07-30 | ||
| Template or tool | 1 | undated |
Every page cakewalk.security 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 September 29, 2026.