Enterprise browsers
Asked as “secure enterprise browser”, and as “enterprise browser for managed and unmanaged devices”, on behalf of a mid-market B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
26%
Contested · Island Enterprise Browser 24%
26Google Password Manager24Island Enterprise Browser14Microsoft Edge for Business36others
26% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01
Google Password Manager Lab in the set26%13%63accepted challengernewNew since September 2026: not ranked then, 26% now.
Google Password Manager Lab in the set26%13%63accepted challengernewNew since September 2026: not ranked then, 26% now.02
Island Enterprise Browser24%20%56accepted challengernewNew since September 2026: not ranked then, 24% now.
Island Enterprise Browser24%20%56accepted challengernewNew since September 2026: not ranked then, 24% now.03Microsoft Edge for Business14%3%33accepted challengernewNew since September 2026: not ranked then, 14% now.
04Prisma Access Browser2%0%13accepted challengernewNew since September 2026: not ranked then, 2% now.
Show the five products at 0%, ordered by negative rate
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Google Password Manager is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models fifteen times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to head
All fifteen head-to-head pages: the top six products, each against each
Google Password Manager vs Surf SecurityGoogle Password Manager vs TalonIsland Enterprise Browser vs Microsoft Edge for BusinessIsland Enterprise Browser vs Prisma Access BrowserIsland Enterprise Browser vs Surf SecurityIsland Enterprise Browser vs TalonMicrosoft Edge for Business vs Prisma Access BrowserMicrosoft Edge for Business vs Surf SecurityMicrosoft Edge for Business vs TalonPrisma Access Browser vs Surf SecurityPrisma Access Browser vs TalonSurf Security vs Talon
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102M03
P04
05T06
E07
08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Google Password Manager26%
Google Password Manager26%02Island Enterprise Browser24%
Island Enterprise Browser24%03Microsoft Edge for Business14%
04Prisma Access Browser2%
05Surf Security2%
Surf Security2%06Talon2%
07Edge for Business0%
08Seraphic0%
Seraphic0%09LayerX0%
LayerX0%10Firefox ESR0%
Firefox ESR0%11Brave0%
Brave0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Brave83%
10 of 12 labels negative · 9 of 14 models · 6 hard negative
“these browsers are generally **not recommended for enterprise use**: 1. **Consumer-focused browsers** - Browsers like Brave, DuckDuckGo, Firefox, Tor, and Opera” MiniMax M2.5, negative prompt
Google Password Manager13%
8 of 63 labels negative · 8 of 14 models · 3 hard negative
“unmanaged Chrome ... Why you should avoid them: Consumer browsers are fundamentally designed for end-user convenience, not enterprise data governance.” Gemini 3.5 Flash, negative prompt
Opera
100%
7 of 7 labels negative · 7 of 14 models · 6 hard negative
“Browsers like Brave, DuckDuckGo, Firefox, Tor, and Opera were designed primarily for individual privacy, not organizational security” MiniMax M2.5, negative prompt
Firefox ESR70%
7 of 10 labels negative · 7 of 14 models · 3 hard negative
“Browsers like Brave, DuckDuckGo, Firefox, Tor, and Opera were designed primarily for individual privacy, not organizational security” MiniMax M2.5, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1100 links across 183 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Venn41 answers · 81 citations · 11 models
37 answers · 100 citations · 14 models
vendor site · Island34 answers · 53 citations · 13 models
34 answers · 42 citations · 12 models
29 answers · 36 citations · 12 models
29 answers · 29 citations · 11 models
26 answers · 29 citations · 11 models
vendor site · FitGap25 answers · 30 citations · 11 models
25 answers · 25 citations · 12 models
vendor site · Palo Alto Networks24 answers · 43 citations · 11 models
vendor site · CyberPress21 answers · 23 citations · 11 models
19 answers · 19 citations · 10 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
29 answers · 11 models
25 answers · 12 models
25 answers · 11 models
23 answers · 10 models
22 answers · 12 models
22 answers · 11 models
19 answers · 10 models
18 answers · 10 models
18 answers · 8 models
18 answers · 10 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best secure enterprise browser”, “enterprise browsers”, “secure enterprise browser”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Google Password Manager google.dev | 26% | 194 | 823,000 | 1,150 | 881,346 | 109 | ||
| Island Enterprise Browser island.io | 24% | 164 | 1,300 | 17 | 38,302 | 77 | 2 | |
| Microsoft parent site Microsoft Edge for Business 14%, Microsoft Edge 3% | 17% | 113 | 2,240,000 | 403,136 | ||||
| Google Cloud parent site Google Chrome Enterprise Core 9% | 9% | 7 | 165,000 | 7,596 | ||||
| Chrome Enterprise Core chromeenterprise.google | 5% | 19 | 1,300 | 12 | 447,102 | $11 | 120 | 4 |
| Palo Alto paloaltonetworks.com Palo Alto Networks 3% | 3% | 149 | 246,000 | 18,254 | 951,391 company | $383 | 106 | 1 |
| Prisma Access Browser | 2% | 880 | 33 | |||||
| Surf Security surf.security | 2% | 23 | 90 | 7 | 518 | 1 | ||
| Talon | 2% | 49,500 | 17,702 | |||||
| NordLayer Browser | 2% | 30 | 0 |
Google's top ten for the three searches hold 19 sites; 5 of them are among the sites the models cited here (chromeenterprise.google, cybersecuritynews.com, gartner.com, island.io, paloaltonetworks.com). The first result for “best secure enterprise browser” is gartner.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best secure enterprise browser for a mid-market B2B company?”Paraphrase“Which enterprise browser for managed and unmanaged devices would you recommend to a mid-sized B2B company?”Comparative“What are the top enterprise browsers and how do they differ?”Budget-constrained“What is the best secure enterprise browser for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a secure enterprise browser. What should we look at?”Negative“Which enterprise browsers should I avoid or be cautious about?”
Claude Haiku 4.5Island Enterprise Browser, SURF Security Enterprise BrowserMicrosoft EdgeChangedIsland Enterprise BrowserGoogle Password Managerno first choiceagainst: Apple Passwords, Google Password Manager
Three alternatives
Google Password Manager, Microsoft Edge for Business, Palo Alto Networks Prisma Access BrowserFive alternatives
Brave Browser, Citrix ShareFile, Google Password Manager, Palo Alto Networks Prisma Access, ZscalerFour alternatives
Google Password Manager, LayerX, Prisma Access Browser, TalonTwo alternatives
LayerX, SeraphicGPT-5.4 miniIsland Enterprise BrowserMicrosoft Edge for BusinessChangedGoogle Password Manager, Microsoft Edge for BusinessGoogle Password Manageragainst: Island Enterprise Browserno first choicenothing named
Two alternatives
Google Password Manager, Island Enterprise BrowserThree alternatives
Island Enterprise Browser, Talon Browser / Talon Work Browser, Zscaler Zero Trust BrowserOne alternative
Menlo SecurityGemini 3.5 FlashIsland Enterprise BrowserIsland Enterprise BrowserHeldIsland Enterprise BrowserGoogle Chrome Enterprise Core, Microsoft Edge for Businessagainst: Island Enterprise Browser, LayerX, Palo Alto Talon, SeraphicIsland Enterprise Browser, Palo Alto Networks, Talonagainst: Apple Passwords, Firefox ESR, Google Password Manager, Island Enterprise Browser, Mammoth, Surf
Five alternatives
Akamai Workforce Protector, CrowdStrike Falcon Seraphic, Google Password Manager, Microsoft Edge for Business, Prisma Access BrowserThree alternatives
Google Password Manager, LayerX, Microsoft Edge for BusinessFour alternatives
Google Password Manager, Microsoft Edge for Business, Palo Alto Networks Prisma Access Browser, Surf SecurityTwo alternatives
Firefox ESR, Push SecurityTwo alternatives
Google Password Manager, Microsoft Edge for BusinessPerplexity SonarGoogle Password ManagerIsland Enterprise Browser, Netskope One Enterprise BrowserChangedIsland Enterprise Browser, Prisma Access Browser, TalonChrome Enterprise Coreno first choiceagainst: Apple Passwords, Brave, Firefox ESR, Google Password Manager, Microsoft Edge for Business, Opera, SlashNext
Three alternatives
Island Enterprise Browser, Seraphic, TalonTwo alternatives
Microsoft Edge for Business, Prisma Access BrowserFour alternatives
Edge for Business, Google Password Manager, LayerX, SeraphicOne alternative
Push SecurityGrok 4.1 FastGoogle Password Manageragainst: Island Enterprise BrowserIsland Enterprise BrowserChangedGoogle Password ManagerGoogle Chrome Enterprise Coreagainst: Island Enterprise BrowserIsland Enterprise Browser, Prisma Access Browseragainst: Brave, Edge for Business, Firefox ESR, Google Password Manager, Tor
Three alternatives
CrowdStrike Falcon Seraphic, Microsoft Edge for Business, NordLayer BrowserFour alternatives
Google Password Manager, Microsoft Edge for Business, Netskope One Enterprise Browser, Palo Alto Prisma Access BrowserThree alternatives
Island Enterprise Browser, Microsoft Edge for Business, Prisma Access BrowserTwo alternatives
Firefox ESR, Microsoft EdgeThree alternatives
Edge for Business, Google Password Manager, LayerXMistral SmallGoogle Password ManagerIsland Enterprise Browser, Palo Alto NetworksChangedGoogle Password Manager, Microsoft Edge for BusinessGoogle Password Managerno first choiceagainst: Brave, DuckDuckGo, Google Password Manager, Microsoft Edge Password Manager, Opera
Two alternatives
Island Enterprise Browser, Microsoft Edge for BusinessThree alternatives
Google Password Manager, LayerX, Menlo Security Secure Enterprise BrowserTwo alternatives
Island Enterprise Browser, Prisma Access BrowserDeepSeek V4 FlashGoogle Password Manageragainst: Island Enterprise BrowserGoogle Password ManagerHeldIsland Enterprise BrowserChrome Enterprise Coreagainst: Island Enterprise Browser, Palo Alto NetworksGoogle Password Manager, Microsoft Edge for Businessagainst: Island Enterprise Browser, Talon
Three alternatives
Microsoft Edge for Business, Palo Alto Networks, Prisma Access BrowserThree alternatives
Edge for Business, Island Enterprise Browser, Prisma Access BrowserSix alternatives
Google Password Manager, LayerX, Microsoft Edge for Business, Palo Alto Talon, Seraphic, Surf SecurityTwo alternatives
Firefox for Enterprise, Microsoft Edge for BusinessTwo alternatives
Island Enterprise Browser, Palo Alto Prisma Access BrowserLlama 4 Maverickno first choiceGoogle Password ManagerChangedno first choiceNordLayer BrowserIsland Enterprise Browseragainst: Brave, DuckDuckGo, Opera, RAV Online Security from ReasonLabs
One alternative
Abnormal AIQwen 3.7 FlashIsland Enterprise BrowserZscaler Private Access (ZPA) with Zscaler Internet AccessChangedMicrosoft EdgeGoogle Chrome Enterprise CoreMicrosoft Edgeagainst: Fortinet FortiBrowser, SentinelOneagainst: Brave, Citrix Enterprise Browser, DuckDuckGo, Firefox ESR, Opera, Tor
Two alternatives
Check Point Harmony SASE, Microsoft EdgeTwo alternatives
Check Point Browser Security, Palo Alto Networks Prisma Access BrowserThree alternatives
Apple Passwords, Google Password Manager, Mozilla FirefoxOne alternative
Microsoft EdgeTwo alternatives
Brave, Zoho SecureBrowserKimi K2Google Password Manageragainst: Island Enterprise BrowserSurf SecurityChangedagainst: Island Enterprise BrowserGoogle Password Manager, Island Enterprise BrowserGoogle Chrome Enterprise Core, Microsoft Edge for BusinessIsland Enterprise Browseragainst: Google Password Manageragainst: Apple Passwords, Brave, Firefox ESR, Internet Explorer, Tor
Two alternatives
Edge for Business, Surf SecurityOne alternative
Google Password ManagerTwo alternatives
Microsoft Edge for Business, Palo Alto Prisma Access BrowserThree alternatives
Brave for Business, Google Password Manager, Surf SecurityTwo alternatives
Prisma Access Browser, SurfGLM 4.7 FlashXGoogle Password ManagerGoogle Password ManagerHeldagainst: Island Enterprise Browser, Netskope, Talon, VivaldiGoogle Password Manager, Microsoft Edge for Businessagainst: Apple Passwords, Brave, Mozilla FirefoxChrome Enterprise Coreno first choiceagainst: Opera, Vivaldi
Three alternatives
Chrome Enterprise Core, Island Enterprise Browser, SeraphicOne alternative
Microsoft Edge for BusinessTwo alternatives
Island Enterprise Browser, Palo Alto Prisma Access BrowserTwo alternatives
Microsoft Edge for Business, Mozilla Firefox ESRMiniMax M2.5Island Enterprise BrowserCheck Point Browser Security, Google Password ManagerChangedGoogle Password Manager, Microsoft EdgeGoogle Password Managerno first choiceagainst: Brave, DuckDuckGo, Firefox ESR, Google Password Manager, Microsoft Edge Password Manager, Opera, Tor
Two alternatives
Google Password Manager, TalonThree alternatives
Island Enterprise Browser, Netskope One Enterprise Browser, Push SecurityThree alternatives
Apple Passwords, Island Enterprise Browser, Mozilla FirefoxTwo alternatives
Microsoft Edge for Business, NordLayer BrowserGPT-6 LunaPrisma Browser for BusinessMicrosoft Edge for BusinessChangedMicrosoft Edge for BusinessMicrosoft Edge for Businessno first choiceagainst: ChatGPT Atlas for Business/Enterprise
Three alternatives
Edge for Business, Google Password Manager, Island Enterprise BrowserTwo alternatives
Google Password Manager, Island Enterprise BrowserFour alternatives
Google Password Manager, Island Enterprise Browser, Menlo Secure Enterprise Browser, Palo Alto Networks Prisma BrowserOne alternative
Chrome with Enterprise CoreTwo alternatives
Google Password Manager, Microsoft Edge Password ManagerMuse Glimmer 30BIsland Enterprise BrowserMicrosoft Edge for BusinessChangedGoogle Password Manager, Microsoft Edge for BusinessGoogle Chrome Enterprise Core, Microsoft Edge for Businessagainst: Brave, Firefox ESRno first choiceagainst: Brave, DuckDuckGo, Google Password Manager, Microsoft Edge Password Manager, Opera, RAV Online Security from ReasonLabs
Four alternatives
Google Password Manager, NordLayer Browser, Seraphic, TalonOne alternative
Google Password ManagerSix alternatives
Firefox ESR, Island Enterprise Browser, LayerX, Mozilla Firefox, Palo Alto Talon, SeraphicBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:22 | yes | 14 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:27 | yes | 2 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:43 | yes | 15 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:56 | yes | 16 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:20 | yes | 24 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:40 | yes | 20 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:38 | yes | 22 | 52 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:57 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:27 | yes | 9 | 21 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:48 | yes | 18 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:13 | yes | 23 | 17 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:16 | yes | 13 | 34 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:54 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:41 | yes | 11 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:17 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:20 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:11 | yes | 13 | 28 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:04 | yes | 20 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:44 | yes | 24 | 14 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:06 | yes | 10 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:01 | yes | 24 | 52 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:00 | yes | 10 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:13 | yes | 9 | 24 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:30 | yes | 24 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:56 | yes | 22 | 37 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:56 | yes | 14 | 40 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:25 | yes | 4 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:35 | yes | 20 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:01 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:36 | yes | 3 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:47 | yes | 12 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 01:29 | yes | 28 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:45 | yes | 21 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:14 | yes | 23 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:18 | yes | 22 | 41 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:40 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:35 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:37 | yes | 15 | 18 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:35 | yes | 22 | 106 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:36 | yes | 20 | 27 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:45 | yes | 6 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:28 | yes | 15 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:04 | yes | 9 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:25 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:25 | yes | 14 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:24 | yes | 27 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:21 | yes | 18 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:20 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:14 | yes | 23 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:58 | yes | 5 | 8 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:00 | yes | 10 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:49 | yes | 13 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:14 | yes | 23 | 28 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:43 | yes | 5 | 30 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:56 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:16 | yes | 25 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:47 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:58 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:43 | yes | 8 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 01:35 | yes | 20 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:03 | yes | 14 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:39 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:12 | yes | 19 | 56 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:55 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:53 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:38 | yes | 19 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:50 | yes | 17 | 30 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:00 | yes | 5 | 14 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:52 | yes | 4 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:07 | yes | 12 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:05 | yes | 9 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:23 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:02 | yes | 19 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 01:42 | yes | 24 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:05 | yes | 22 | 6 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:25 | yes | 5 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:20 | yes | 21 | 55 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:53 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:03 | yes | 10 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:14 | yes | 22 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:17 | yes | 22 | 26 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:47 | yes | 13 | 24 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:50 | yes | 3 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:34 | yes | 21 | 24 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Firefox read as Firefox ESR
Island read as Island Enterprise Browser
Island (The Enterprise Browser) read as Island Enterprise Browser
Palo Alto (Talon) read as Palo Alto Networks
Prisma Browser read as Prisma Access Browser
Prisma Browser (by Palo Alto Networks) read as Prisma Access Browser
Unresolved, counted raw
Azure Conditional Access
Brave for Business
Bromium (HP Wolf)
ChatGPT Atlas for Business/Enterprise
Chrome with Enterprise Core
Ericom Security (ZTEdge Browser)
Fortinet FortiBrowser
Isovalent (Isovalent Enterprise Browser)
Mammoth
Menlo Secure Enterprise Browser
Menlo Security Secure Enterprise Browser
Primary
Remote Browser Isolation
SURF Security Enterprise Browser
SlashNext
Surf Enterprise Browser
Talon Browser / Talon Work Browser
Zoho SecureBrowser
Zscaler Private Access (ZPA) with Zscaler Internet Access (ZIA)
Discontinued, still offered
No shut-down product was recommended here.