Zero of fourteen models named Shuffle first on the direct prompt; zero named Splunk SOAR. Shuffle was named by thirteen of the fourteen models and Splunk SOAR by fourteen and Shuffle carries 16 labels and Splunk SOAR 61, so the shares are not directly comparable.
Named in two categories this edition.
Named in two 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 eight in this category shown.
“avoid: ... Splunk SOAR: Only makes financial and operational sense if your company is already heavily standardized on Splunk” Gemini 3.5 Flash · direct prompt · hard negative
“Integration with Splunk Enterprise Security (ES) is described as "hacky" and problematic” Mistral Small · negative prompt · hard negative
“these are generally not recommended for mid-sized organizations” Gemini 3.5 Flash · paraphrase prompt · hard negative
“Cortex XSOAR and Splunk SOAR are repeatedly positioned as top-tier enterprise platforms” Perplexity Sonar · comparative prompt · first choice
“I'd usually recommend Splunk SOAR if you already have a heterogeneous security stack” GPT-5.4 mini · paraphrase prompt · first choice
“Splunk SOAR leads in the number of connectors and actions” Mistral Small · comparative 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.