Zero of fourteen models named Firefox for Enterprise first on the direct prompt; zero named LayerX. Firefox for Enterprise was named by nine of the fourteen models and LayerX by ten and Firefox for Enterprise carries 19 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, Firefox for Enterprise and LayerX were named in the same answer eight times, of the 52 answers naming Firefox for Enterprise and the 56 naming LayerX. In those answers LayerX took the first choice zero times and Firefox for Enterprise zero.
| Model | DirectFF | ParaphraseFF | ComparativeFF | Budget-constrainedFF | Scale-constrainedFF | NegativeFF |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | FF | FF | ||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | FF | |||||
| Perplexity Sonar | FF | FF | ||||
| Grok 4.20 | ||||||
| Mistral Small | FF | FF | ||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | FF | |||||
| GLM 4.7 FlashX | FF | FF | FF | FF | ||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | FF | |||||
| Muse Glimmer 30B | FF | FF |
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 or be cautious with Brave and Firefox ESR for enterprise use.” Mistral Small · negative prompt · hard negative
“Brave, Tor, and standard Firefox can improve privacy, but privacy features do not substitute for corporate DLP, identity controls, auditing, or session-level policy enforcement.” Perplexity Sonar · negative prompt · soft negative
“smaller ecosystem and fewer pre-built integrations than Chrome or Edge” GLM 4.7 FlashX · paraphrase prompt · soft negative
“Mozilla is positioning this as a sovereignty-focused alternative—deployable on-premises, with customer-controlled data and policies” Kimi K2 · negative prompt · first choice
“Firefox for Enterprise (free) provide solid security without additional cost” Claude Haiku 4.5 · budget prompt · first choice
“For absolute zero spend and privacy focus, Firefox for Enterprise can be managed centrally for free, though you will need third-party add-ons” Muse Glimmer 30B · budget prompt · alternative
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.