Three of fourteen models named Adaptive Shield first on the direct prompt; one named Grip Security. Adaptive Shield was named by ten of the fourteen models and Grip Security by twelve and Adaptive Shield carries 22 labels and Grip Security 30, so the shares are not directly comparable.
Named in one category 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, Adaptive Shield and Grip Security were named in the same answer twenty-five times, of the 73 answers naming Adaptive Shield and the 90 naming Grip Security. In those answers Grip Security took the first choice one time and Adaptive Shield zero.
| Model | DirectAS | ParaphraseAS | ComparativeAS | Budget-constrainedAS | Scale-constrainedAS | NegativeAS |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | AS | AS | ||||
| GPT-5.4 mini | AS | AS | ||||
| Gemini 3.5 Flash | AS | AS | AS | AS | ||
| Perplexity Sonar | AS | |||||
| Grok 4.20 | AS | AS | AS | |||
| Mistral Small | AS | AS | AS | AS | ||
| DeepSeek V4 Flash | AS | |||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | AS | |||||
| MiniMax M2.5 | AS | |||||
| 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.
“Heavyweight enterprise solutions (such as AppOmni, Adaptive Shield/CrowdStrike Falcon Shield, or Varonis) often carry high annual contract minimums” Gemini 3.5 Flash · budget prompt · soft negative
“Also labeled a "challenger" in recent indices, with some negative sentiment... can feel limited in breadth or remediation compared to leaders” Grok 4.20 · negative prompt · soft negative
“Some reviews suggest caution due to potential integration or support issues following the acquisition.” Mistral Small · negative prompt · soft negative
“Best for: Organizations needing continuous monitoring and control of their entire SaaS stack... often praised for its depth and breadth of coverage.” Mistral Small · comparative prompt · first choice
“Adaptive Shield and AppOmni are top contenders, with Adaptive Shield being especially popular for its comprehensive features and ease of use” Mistral Small · direct prompt · first choice
“Go with Wing Security or Adaptive Shield. They offer turn-key configurations, quick agentless API deployment” Gemini 3.5 Flash · paraphrase 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.