A product needs 10 labels in a category before a share is stated. OpenStack has 6.
“For maximum flexibility and control, consider OpenStack or XCP-ng.”Mistral Small · Paraphrase question · alternative
“do not use OpenStack. Use Proxmox or VMware instead.”Qwen 3.7 Flash · Negative question · warning
“poor choices when the requirement is simply reliable, conventional VM hosting”Perplexity Sonar · Negative question · warning
“More for larger or cloud-like setups; overkill for typical mid-market”Grok 4.20 · Direct question · warning
The products named in the same answers as OpenStack, over the 18 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 17 | 4 | View → | |
| 14 | 3 | View → | |
| 13 | 1 | View → | |
| 10 | 1 | View → | |
| 7 | 2 | View → | |
| 6 | 1 | View → | |
| 5 | 0 | View → | |
| 5 | 0 | View → | |
| 4 | 0 | View → | |
| 4 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
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 15 of the 18 answers that named OpenStack and are not a share of its labels.
No domain is on file for OpenStack, so its own site is not marked.
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 | 1 | 1 | 2 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |