Five of fourteen models named Microsoft Edge for Business first on the direct prompt; zero named Firefox for Enterprise. Microsoft Edge for Business was named by fourteen of the fourteen models and Firefox for Enterprise by nine and Microsoft Edge for Business carries 55 labels and Firefox for Enterprise 19, 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 enterprise browsers page.
Across every category in the November 2026 Edition, Microsoft Edge for Business and Firefox for Enterprise were named in the same answer thirty-six times, of the 160 answers naming Microsoft Edge for Business and the 52 naming Firefox for Enterprise. In those answers Firefox for Enterprise took the first choice three times and Microsoft Edge for Business twenty-two.
| Model | DirectMEFF | ParaphraseMEFF | ComparativeMEFF | Budget-constrainedMEFF | Scale-constrainedMEFF | NegativeMEFF |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ME | ME | FF | MEFF | ||
| GPT-5.4 mini | ME | ME | ||||
| Gemini 3.5 Flash | ME | ME | ME | MEFF | ME | |
| Perplexity Sonar | ME | ME | ME | FF | FF | |
| Grok 4.20 | ME | ME | ME | ME | ||
| Mistral Small | ME | MEFF | MEFF | |||
| 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 | MEFF | |
| GLM 4.7 FlashX | MEFF | MEFF | MEFF | FF | ||
| MiniMax M2.5 | ME | ME | ME | |||
| GPT-6 Luna | ME | ME | ME | ME | MEFF | |
| Muse Glimmer 30B | ME | ME | MEFF | MEFF | 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.
“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
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.