One of fourteen models named AppOmni first on the direct prompt; one named Adaptive Shield. AppOmni was named by fourteen of the fourteen models and Adaptive Shield by twelve and AppOmni carries 42 labels and Adaptive Shield 20, so the shares are not directly comparable.
Named in one category 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 October 2026 Edition, AppOmni and Adaptive Shield were named in the same answer forty-four times, of the 141 answers naming AppOmni and the 57 naming Adaptive Shield. In those answers Adaptive Shield took the first choice four times and AppOmni eleven.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | AS | |||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | AS | |||||
| Kimi K2 | AS | |||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | AS | |||||
| Muse Glimmer 30B | AS |
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.
“What to Avoid: AppOmni (For now) ... For most mid-sized B2B companies, it is simply overkill.” Gemini 3.5 Flash · paraphrase prompt · hard negative
“What to Avoid ... require enterprise sales quotes and typically have high annual minimums” Kimi K2 · budget prompt · hard negative
“Avoid: Enterprise-focused platforms like AppOmni” DeepSeek V4 Flash · budget prompt · hard negative
“AppOmni: Strong SSPM-focused vendor; broad SaaS coverage; strong emphasis on SaaS app configurations, permissions, data exposure” GPT-5.4 mini · comparative prompt · first choice
“AppOmni is a strong default pick if you have a lot of business-critical SaaS apps and want deeper posture coverage.” GPT-5.4 mini · direct prompt · first choice
“it is the industry standard for securing complex enterprise SaaS environments that hold critical customer data” Gemini 3.5 Flash · comparative 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: Enterprise-focused platforms like ... Adaptive Shield” DeepSeek V4 Flash · budget prompt · hard negative
“Adaptive Shield was acquired by CrowdStrike and is now marketed as Falcon Shield. That's not, by itself, a reason to avoid it; it is a reason to confirm the exact product, support, pricing, and roadmap” GPT-6 Luna · negative prompt · soft negative
“Adaptive Shield was acquired by CrowdStrike in 2024... ties SSPM buying to Falcon. If you are not a Falcon shop, you are effectively buying into a bundled platform.” Muse Glimmer 30B · negative prompt · soft negative
“Adaptive Shield and Wing Security are the most commonly recommended mid-market combos” Muse Glimmer 30B · paraphrase prompt · first choice
“making it a strong choice for enterprises needing broad coverage and XDR integration” Mistral Small · comparative prompt · first choice
“Top Recommendation: Adaptive Shield (now CrowdStrike Falcon Shield)” DeepSeek V4 Flash · direct 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.