Zero of fourteen models named Shuffle first on the direct prompt; four named Torq. Shuffle was named by thirteen of the fourteen models and Torq by thirteen and Shuffle carries 16 labels and Torq 30, so the shares are not directly comparable.
Named in two categories this edition.
Named in three categories 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. Six of seven in this category shown.
“Probably NOT for Mid-Market - Torq HyperSOC — Priced at ~$450K/year, clearly enterprise-tier.” DeepSeek V4 Flash · direct prompt · hard negative
“Torq\u2019s pricing trends higher, making Blink Ops often more accessible for mid-market budgets” Gemini 3.5 Flash · paraphrase prompt · soft negative
“Enterprise tools like Splunk/Torq often bundle but exceed budgets (~$30K+/year)” Grok 4.1 Fast · budget prompt · soft negative
“Torq and Swimlane Turbine are the top choices due to their scalability, ease of use, and strong feature sets tailored to mid-market needs.” Mistral Small · direct prompt · first choice
“Look for "No-Code" or "Low-Code" modern automation platforms (such as Tines or Torq) over traditional "heavy" SOARs.” Gemini 3.5 Flash · scale prompt · first choice
“Mid-market wanting fast time-to-value with low-code and AI triage: Torq, Swimlane Turbine or Tines” Muse Glimmer 30B · direct 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.