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.
Standing · first-choice share
26%
Contested · Island Enterprise Browser 24%
26Chrome Enterprise24Island Enterprise Browser17Microsoft Edge for Business33others
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
01Chrome Enterprise26%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 Business17%2%41accepted challengernewNew since September 2026: not ranked then, 17% now.
04
Chrome Enterprise Core14%0%10accepted challengernewNew since September 2026: not ranked then, 14% now.
Chrome Enterprise Core14%0%10accepted challengernewNew since September 2026: not ranked then, 14% now.05Palo Alto Networks Prisma Access Browser3%10%20accepted challengernewNew since September 2026: not ranked then, 3% now.
06Prisma Access Browser2%0%13accepted challengernewNew since September 2026: not ranked then, 2% now.
Show the five products at 0%, ordered by negative rate
12Firefox for Enterprise0%64%11criticized challengernewNew since September 2026: not ranked then, 0% now.
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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. 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.
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
Chrome Enterprise vs Palo Alto Networks Prisma Access BrowserChrome Enterprise vs Prisma Access BrowserChrome Enterprise vs Surf SecurityChrome Enterprise vs TalonIsland Enterprise Browser vs Microsoft Edge for BusinessIsland Enterprise Browser vs Chrome Enterprise CoreIsland Enterprise Browser vs Palo Alto Networks Prisma Access BrowserIsland Enterprise Browser vs Prisma Access BrowserIsland Enterprise Browser vs Surf SecurityIsland Enterprise Browser vs TalonMicrosoft Edge for Business vs Chrome Enterprise CoreMicrosoft Edge for Business vs Palo Alto Networks Prisma Access BrowserMicrosoft Edge for Business vs Prisma Access BrowserMicrosoft Edge for Business vs Surf SecurityMicrosoft Edge for Business vs TalonChrome Enterprise Core vs Palo Alto Networks Prisma Access BrowserChrome Enterprise Core vs Prisma Access BrowserChrome Enterprise Core vs Surf SecurityChrome Enterprise Core vs TalonPalo Alto Networks Prisma Access Browser vs Prisma Access BrowserPalo Alto Networks Prisma Access Browser vs Surf SecurityPalo Alto Networks Prisma Access Browser 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 →
C01
02M03
04P05
P06
07T08
E09
10
11F12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Chrome Enterprise26%
02Island Enterprise Browser24%
Island Enterprise Browser24%03Microsoft Edge for Business17%
04Chrome Enterprise Core14%
Chrome Enterprise Core14%05Palo Alto Networks Prisma Access Browser3%
06Prisma Access Browser2%
07Surf Security2%
Surf Security2%08Talon2%
09Edge for Business0%
10Seraphic0%
Seraphic0%11LayerX0%
LayerX0%12Firefox for Enterprise0%
13Brave0%
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 4.20, 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
Chrome Enterprise
13%
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 for Enterprise
64%
7 of 11 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
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
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
vendor site · Chrome Enterprise37 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 |
|---|---|---|---|---|---|---|---|---|
| Chrome Enterprise | 26% | |||||||
| Island Enterprise Browser island.io | 24% | 154 | 1,300 | 17 | 38,302 | 77 | 2 | |
| Microsoft parent site Microsoft Edge for Business 17% | 17% | 140 | 2,240,000 | 403,136 | ||||
| Google Cloud chromeenterprise.google Chrome Enterprise Core 14% | 14% | 32 | 165,000 | 7,596 | 447,102 | $11 | 120 | 4 |
| Palo Alto Networks parent site Palo Alto Networks Prisma Access Browser 3% | 3% | 49 | 40,500 | 1,088 | ||||
| Prisma prismacloud.io Prisma Access Browser 2% | 2% | 62 | 880 | 33 | 2,039 | |||
| Surf Security surf.security | 2% | 11 | 90 | 7 | 518 | 1 | ||
| Talon | 2% | 49,500 | 17,702 | |||||
| NordLayer Browser nordlayer.com | 2% | 31 | 30 | 0 | 136,857 | $985 | 120 | 4 |
| Check Point parent site Check Point Browser Security 2% | 2% | 14,800 | 4,487 |
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 Edge for BusinessChangedIsland Enterprise BrowserChrome Enterpriseno first choiceagainst: Apple Passwords, Chrome Enterprise
Three alternatives
Chrome Enterprise, Microsoft Edge for Business, Palo Alto Networks Prisma Access BrowserFive alternatives
Brave Browser, Chrome Enterprise, Citrix ShareFile, Palo Alto Networks Prisma Access, ZscalerFour alternatives
Chrome Enterprise, LayerX, Prisma Access Browser, TalonTwo alternatives
LayerX, SeraphicGPT-5.4 miniIsland Enterprise BrowserMicrosoft Edge for BusinessChangedChrome Enterprise, Microsoft Edge for BusinessChrome Enterpriseagainst: Island Enterprise Browserno first choicenothing named
Two alternatives
Chrome Enterprise, 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 BrowserChrome Enterprise Core, Microsoft Edge for Businessagainst: Island Enterprise Browser, LayerX, Palo Alto Networks Prisma Access Browser, SeraphicIsland Enterprise Browser, Palo Alto Networks Prisma Access Browser, Talonagainst: Apple Passwords, Chrome Enterprise, Firefox for Enterprise, Island Enterprise Browser, Mammoth, Surf
Five alternatives
Akamai Workforce Protector, Chrome Enterprise, CrowdStrike Falcon Seraphic, Microsoft Edge for Business, Prisma Access BrowserThree alternatives
Chrome Enterprise, LayerX, Microsoft Edge for BusinessFour alternatives
Chrome Enterprise, Microsoft Edge for Business, Palo Alto Networks Prisma Access Browser, Surf SecurityTwo alternatives
Firefox for Enterprise, Push SecurityTwo alternatives
Chrome Enterprise, Microsoft Edge for BusinessPerplexity SonarChrome EnterpriseIsland Enterprise Browser, Netskope One Enterprise BrowserChangedIsland Enterprise Browser, Prisma Access Browser, TalonChrome Enterprise Coreno first choiceagainst: Apple Passwords, Brave, Chrome Enterprise, Firefox for Enterprise, Microsoft Edge for Business, Opera, SlashNext
Three alternatives
Island Enterprise Browser, Seraphic, TalonTwo alternatives
Microsoft Edge for Business, Prisma Access BrowserFour alternatives
Chrome Enterprise, Edge for Business, LayerX, SeraphicOne alternative
Push SecurityGrok 4.20Chrome Enterpriseagainst: Island Enterprise BrowserIsland Enterprise BrowserChangedChrome EnterpriseChrome Enterprise Coreagainst: Island Enterprise BrowserIsland Enterprise Browser, Prisma Access Browseragainst: Brave, Chrome Enterprise, Edge for Business, Firefox for Enterprise, Tor
Three alternatives
CrowdStrike Falcon Seraphic, Microsoft Edge for Business, NordLayer BrowserFour alternatives
Chrome Enterprise, Microsoft Edge for Business, Netskope One Enterprise Browser, Palo Alto Networks Prisma Access BrowserThree alternatives
Island Enterprise Browser, Microsoft Edge for Business, Prisma Access BrowserTwo alternatives
Firefox for Enterprise, Microsoft Edge for BusinessThree alternatives
Chrome Enterprise, Edge for Business, LayerXMistral SmallChrome EnterpriseIsland Enterprise Browser, Palo Alto Networks Prisma Access BrowserChangedChrome Enterprise, Microsoft Edge for BusinessChrome Enterpriseno first choiceagainst: Brave, Chrome Enterprise, DuckDuckGo, Microsoft Edge Password Manager, Opera
Two alternatives
Island Enterprise Browser, Microsoft Edge for BusinessThree alternatives
Chrome Enterprise, LayerX, Menlo Security Secure Enterprise BrowserTwo alternatives
Island Enterprise Browser, Prisma Access BrowserDeepSeek V4 FlashChrome Enterpriseagainst: Island Enterprise BrowserChrome EnterpriseHeldIsland Enterprise BrowserChrome Enterprise Coreagainst: Island Enterprise Browser, Palo Alto Networks Prisma Access BrowserChrome Enterprise, Microsoft Edge for Businessagainst: Island Enterprise Browser, Talon
Three alternatives
Microsoft Edge for Business, Palo Alto Networks Prisma Access Browser, Prisma Access BrowserThree alternatives
Edge for Business, Island Enterprise Browser, Prisma Access BrowserSix alternatives
Chrome Enterprise, LayerX, Microsoft Edge for Business, Palo Alto Networks Prisma Access Browser, Seraphic, Surf SecurityTwo alternatives
Firefox for Enterprise, Microsoft Edge for BusinessTwo alternatives
Island Enterprise Browser, Palo Alto Networks Prisma Access BrowserLlama 4 Maverickno first choiceChrome EnterpriseChangedno 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 Edge for BusinessChrome Enterprise CoreMicrosoft Edge for Businessagainst: Fortinet FortiBrowser, SentinelOneagainst: Brave, Citrix Enterprise Browser, DuckDuckGo, Firefox for Enterprise, Opera, Tor
Two alternatives
Check Point Harmony SASE, Microsoft Edge for BusinessTwo alternatives
Check Point Browser Security, Palo Alto Networks Prisma Access BrowserThree alternatives
Apple Passwords, Chrome Enterprise, Mozilla FirefoxOne alternative
Microsoft Edge for BusinessTwo alternatives
Brave, Zoho SecureBrowserKimi K2Chrome Enterpriseagainst: Island Enterprise BrowserSurf SecurityChangedagainst: Island Enterprise BrowserChrome Enterprise, Island Enterprise BrowserChrome Enterprise Core, Microsoft Edge for BusinessIsland Enterprise Browseragainst: Chrome Enterpriseagainst: Apple Passwords, Brave, Firefox for Enterprise, Internet Explorer, Tor
Two alternatives
Edge for Business, Surf SecurityOne alternative
Chrome EnterpriseTwo alternatives
Microsoft Edge for Business, Palo Alto Networks Prisma Access BrowserThree alternatives
Brave for Business, Chrome Enterprise, Surf SecurityTwo alternatives
Prisma Access Browser, SurfGLM 4.7 FlashXChrome EnterpriseChrome EnterpriseHeldagainst: Island Enterprise Browser, Netskope One Enterprise Browser, Talon, VivaldiChrome Enterprise, 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 Networks Prisma Access BrowserTwo alternatives
Microsoft Edge for Business, Mozilla Firefox ESRMiniMax M2.5Island Enterprise BrowserCheck Point Browser Security, Chrome EnterpriseChangedChrome Enterprise, Microsoft Edge for BusinessChrome Enterpriseno first choiceagainst: Brave, Chrome Enterprise, DuckDuckGo, Firefox for Enterprise, Microsoft Edge Password Manager, Opera, Tor
Two alternatives
Chrome Enterprise, 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
Chrome Enterprise, Edge for Business, Island Enterprise BrowserTwo alternatives
Chrome Enterprise, Island Enterprise BrowserFour alternatives
Chrome Enterprise, Island Enterprise Browser, Menlo Secure Enterprise Browser, Palo Alto Networks Prisma Access BrowserOne alternative
Chrome with Enterprise CoreTwo alternatives
Chrome Enterprise, Microsoft Edge Password ManagerMuse Glimmer 30BIsland Enterprise BrowserMicrosoft Edge for BusinessChangedChrome Enterprise, Microsoft Edge for BusinessChrome Enterprise Core, Microsoft Edge for Businessagainst: Brave, Firefox for Enterpriseno first choiceagainst: Brave, Chrome Enterprise, DuckDuckGo, Microsoft Edge Password Manager, Opera, RAV Online Security from ReasonLabs
Four alternatives
Chrome Enterprise, NordLayer Browser, Seraphic, TalonOne alternative
Chrome EnterpriseSix alternatives
Firefox for Enterprise, Island Enterprise Browser, LayerX, Mozilla Firefox, Palo Alto Networks Prisma Access Browser, 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.
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 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 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 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 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 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 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 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 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 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 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 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 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.
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Category-scoped readings
Chrome read as Chrome Enterprise
Firefox read as Firefox for Enterprise
Firefox ESR read as Firefox for Enterprise
Google Chrome read as Chrome Enterprise
Island read as Island Enterprise Browser
Island (The Enterprise Browser) read as Island Enterprise Browser
Microsoft Edge read as Microsoft Edge for Business
Microsoft Edge (Enterprise Branch) read as Microsoft Edge for Business
Netskope read as Netskope One Enterprise Browser
Palo Alto (Talon) read as Palo Alto Networks Prisma Access Browser
Palo Alto Networks read as Palo Alto Networks Prisma Access Browser
Palo Alto Networks (Talon) read as Palo Alto Networks Prisma Access Browser
Palo Alto Networks Prisma Browser read as Palo Alto Networks Prisma Access Browser
Palo Alto Prisma Access Browser read as Palo Alto Networks Prisma Access Browser
Palo Alto Prisma Access Browser (Talon) read as Palo Alto Networks Prisma Access Browser
Palo Alto Talon read as Palo Alto Networks Prisma Access Browser
Prisma Browser read as Prisma Access Browser
Prisma Browser (by Palo Alto Networks) read as Prisma Access Browser
Unresolved, counted raw
Azure Conditional Access
Bromium (HP Wolf)
ChatGPT Atlas for Business/Enterprise
Chrome with Enterprise Core
Ericom Security (ZTEdge Browser)
Fortinet FortiBrowser
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.