One of fourteen models named AppOmni first on the direct prompt; one named Valence Security. Both were named by all fourteen models and AppOmni carries 52 labels and Valence Security 25, 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 November 2026 Edition, AppOmni and Valence Security were named in the same answer fifty-three times, of the 165 answers naming AppOmni and the 62 naming Valence Security. In those answers Valence Security took the first choice three times and AppOmni twenty-four.
| 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.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“AppOmni, Obsidian Security, Valence, Reco, DoControl, and comparable vendors should still be tested against your specific critical applications” Perplexity Sonar · negative prompt · soft negative
“Approach with caution for large enterprises” Kimi K2 · negative prompt · soft negative
“Valence Security is the best overall choice for mid-market B2B companies” MiniMax M2.5 · direct prompt · first choice
“Valence brings clarity to SaaS-to-SaaS and OAuth supply chain risk, with one of the most credible AI-SPM stories.” Claude Haiku 4.5 · comparative prompt · alternative
“If your business lives and dies by interconnected SaaS integrations, Valence Security is worth a close look.” DeepSeek V4 Flash · direct 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.