Zero of fourteen models named Shuffle first on the direct prompt; zero named Rapid7 InsightConnect. Shuffle was named by thirteen of the fourteen models and Rapid7 InsightConnect by eleven and Shuffle carries 16 labels and Rapid7 InsightConnect 18, 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.
Across every category in the October 2026 Edition, Shuffle and Rapid7 InsightConnect were named in the same answer eleven times, of the 36 answers naming Shuffle and the 50 naming Rapid7 InsightConnect. In those answers Rapid7 InsightConnect took the first choice zero times and Shuffle five.
| 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.
“These are often marketing checkboxes, not true orchestration platforms.” DeepSeek V4 Flash · negative prompt · hard negative
“Limited customization... Scalability concerns: Becomes expensive as log volume increases” GLM 4.7 FlashX · negative prompt · soft negative
“older Rapid7 InsightConnect) — Proceed with Caution” Gemini 3.5 Flash · negative prompt · soft negative
“I would recommend starting with Rapid7 InsightConnect or Microsoft Sentinel as your top choices” MiniMax M2.5 · paraphrase prompt · first choice
“1. Rapid7 InsightConnect (Best Overall for Mid-Market)” Claude Haiku 4.5 · paraphrase prompt · first choice
“Simple for SMBs/SOCs with limited resources; flexible pricing and easy playbook building” Grok 4.1 Fast · paraphrase prompt · alternative
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.