Two of fourteen models named Obsidian Security first on the direct prompt; one named Grip Security. Obsidian Security was named by fourteen of the fourteen models and Grip Security by twelve and Obsidian Security carries 43 labels and Grip Security 30, so the shares are not directly comparable.
Named in three 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 saas security posture management page.
Across every category in the November 2026 Edition, Obsidian Security and Grip Security were named in the same answer fifty-two times, of the 117 answers naming Obsidian Security and the 90 naming Grip Security. In those answers Grip Security took the first choice two times and Obsidian Security two.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Six of eight in this category shown.
“Avoid enterprise-first platforms like AppOmni, Obsidian Security (paid tier), and CrowdStrike Falcon SSPM if you're a small business.” Muse Glimmer 30B · negative prompt · hard negative
“it also has a significant negative rate (64% negative feedback) and is flagged as a criticized challenger” Mistral Small · negative prompt · hard negative
“having a high negative share on labels, indicating that it may not be a reliable choice” Llama 4 Maverick · negative prompt · hard negative
“Adaptive Shield or Obsidian Security offer the best balance of features, usability, and value” GLM 4.7 FlashX · direct prompt · first choice
“or Obsidian Security if you need mature threat detection alongside posture management” Claude Haiku 4.5 · paraphrase prompt · first choice
“Obsidian Security — *Best Overall for Posture + Threat Detection*” Gemini 3.5 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Nudge Security, Wing Security, and Grip Security can be appropriate when shadow IT and identity-adjacent discovery are the primary problem” Perplexity Sonar · negative prompt · soft negative
“flagged for missing critical OAuth/AI integration attack surfaces” Mistral Small · negative prompt · soft negative
“Choose Wing Security or Grip Security if you want lower-friction pricing, strong shadow-SaaS/AI-app discovery and self-service onboarding” Muse Glimmer 30B · direct prompt · first choice
“Excels in identity-first security and comprehensive visibility. Strongest in discovering shadow SaaS” Grok 4.20 · comparative prompt · first choice
“SaaS Alerts or Grip Security are good starting points” GLM 4.7 FlashX · budget 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.