Five of fourteen models named Microsoft Edge for Business first on the direct prompt; zero named LayerX. Microsoft Edge for Business was named by fourteen of the fourteen models and LayerX by ten and Microsoft Edge for Business carries 55 labels and LayerX 21, 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 enterprise browsers page.
Across every category in the November 2026 Edition, Microsoft Edge for Business and LayerX were named in the same answer thirty-five times, of the 160 answers naming Microsoft Edge for Business and the 56 naming LayerX. In those answers LayerX took the first choice zero times and Microsoft Edge for Business eighteen.
| Model | DirectME | ParaphraseME | ComparativeME | Budget-constrainedME | Scale-constrainedME | NegativeME |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ME | ME | ME | |||
| GPT-5.4 mini | ME | ME | ||||
| Gemini 3.5 Flash | ME | ME | ME | ME | ME | |
| Perplexity Sonar | ME | ME | ME | |||
| Grok 4.20 | ME | ME | ME | ME | ||
| Mistral Small | ME | ME | ME | |||
| DeepSeek V4 Flash | ME | ME | ME | ME | ||
| Llama 4 Maverick | ME | |||||
| Qwen 3.7 Flash | ME | ME | ME | ME | ||
| Kimi K2 | ME | ME | ME | ME | ME | |
| GLM 4.7 FlashX | ME | ME | ME | |||
| MiniMax M2.5 | ME | ME | ME | |||
| GPT-6 Luna | ME | ME | ME | ME | ME | |
| Muse Glimmer 30B | ME | ME | ME | ME | ME |
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.
“Microsoft says older Edge releases are unlikely to receive the latest security and quality updates.” GPT-6 Luna · negative prompt · soft negative
“Some users report compatibility issues and slow performance, particularly on non-Apple devices.” Mistral Small · negative prompt · soft negative
“Edge if you need minimal telemetry | Required data collection is non-negotiable” Kimi K2 · negative prompt · soft negative
“If you are Microsoft 365 / Windows-aligned: Edge for Business gives comparable management and security features with no extra license cost.” Muse Glimmer 30B · budget prompt · first choice
“Start with Microsoft Edge for Business if you have Microsoft 365 (it's the most integrated and "secure by default" without extra spend).” Grok 4.20 · budget prompt · first choice
“If you already use Microsoft 365 Business Premium / E3, start by enabling Edge for Business + Entra Application Protection policies” 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. Six of eight in this category shown.
“Lighter weight, but they can't enforce the same deep controls as dedicated browsers on unmanaged devices. Less ideal for your use case.” DeepSeek V4 Flash · paraphrase prompt · soft negative
“Paid secure browsers (e.g., Prisma Access, LayerX) ... are overkill and expensive for budget-conscious teams.” Grok 4.20 · budget prompt · soft negative
“they may add more complexity/cost than mid-market teams want unless you're dealing with extreme risks” Grok 4.20 · direct prompt · soft negative
“I'd generally recommend LayerX if your priority is browser-layer protection across both managed and unmanaged devices” GPT-5.4 mini · paraphrase prompt · first choice
“buy an enterprise browser extension (cheaper, faster) ... Get demos from Island, Prisma Access Browser, LayerX, and Chrome Enterprise Premium” DeepSeek V4 Flash · scale prompt · alternative
“Look at LayerX or Harmony Browse if you want to strengthen browser security without asking everyone to adopt a new browser.” GPT-6 Luna · comparative 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.