Zero of fourteen models named Shuffle first on the direct prompt; five named Swimlane Turbine. Shuffle was named by thirteen of the fourteen models and Swimlane Turbine by thirteen and Shuffle carries 16 labels and Swimlane Turbine 34, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the SOAR platforms page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“If I had to pick one for a budget-conscious company with someone technical to manage it, I'd start with Shuffle's self-hosted SOAR.” GPT-6 Luna · budget prompt · first choice
“Shuffle open-source gives full SOAR capabilities at no license cost... It is regularly recommended for budget-limited orgs.” Muse Glimmer 30B · budget prompt · first choice
“| $0 budget, have Linux/DevOps skills | Shuffle (self-hosted) | Full-featured, free, large community |” DeepSeek V4 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Start with Swimlane if you want vendor-agnostic, growing SOC focus—it's highlighted in multiple mid-market comparisons for balance.” Grok 4.1 Fast · direct prompt · first choice
“Often highlighted as a strong option for mid-market organizations due to its strong case management, extensive integrations” MiniMax M2.5 · direct prompt · first choice
“I'd lean toward Rapid7 InsightConnect or Swimlane Turbine as they're specifically optimized for mid-market teams” Claude Haiku 4.5 · paraphrase prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.