Two of fourteen models named Obsidian Security first on the direct prompt; one named AppOmni. Both were named by all fourteen models and Obsidian Security carries 43 labels and AppOmni 52, so the shares are not directly comparable.
Named in three 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 saas security posture management page.
Across every category in the November 2026 Edition, Obsidian Security and AppOmni were named in the same answer 102 times, of the 117 answers naming Obsidian Security and the 165 naming AppOmni. In those answers AppOmni took the first choice forty-six times and Obsidian Security nine.
| 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. Six of eight in this category shown.
“Be cautious with AppOmni. Recent independent AI-driven sentiment analysis ... flags it as one to potentially avoid or approach carefully” Grok 4.20 · negative prompt · hard negative
“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
“What to Avoid on a Budget ... (AppOmni, Palo Alto Prisma, Zscaler, CrowdStrike Falcon Shield) require sales quotes” Kimi K2 · budget prompt · hard negative
“Choose AppOmni if you run heavily customized instances of Salesforce, ServiceNow, or Workday that demand granular configuration oversight.” Gemini 3.5 Flash · comparative prompt · first choice
“Best for deep configuration coverage and visibility into SaaS apps like Salesforce, Slack, and Microsoft 365.” Mistral Small · paraphrase prompt · first choice
“AppOmni remains the go-to for deep configuration management of tier-1 SaaS like Salesforce and Workday.” Claude Haiku 4.5 · 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.