Enterprise browsers for enterprise buyers
Asked as “secure enterprise browser”, and as “enterprise browser for managed and unmanaged devices”, on behalf of an enterprise B2B company. 57 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
35%
Contested · Google Password Manager 33%
35Island Enterprise Browser33Google Password Manager18Microsoft Edge for Business14others
35% 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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the seven products at 0%, ordered by negative rate
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 one time of 4; the other thirteen models eighteen times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
For buyers
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 →
01
02M03
P04
P05
06
07
08T09
O10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Island Enterprise Browser35%
Island Enterprise Browser35%02Google Password Manager33%
Google Password Manager33%03Microsoft Edge for Business18%
04Palo Alto Prisma Access Browser2%
05Prisma Access Browser0%
06LayerX0%
LayerX0%07Seraphic0%
Seraphic0%08Microsoft Edge0%
Microsoft Edge0%09Talon0%
10Opera0%
11Brave0%
Brave0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, 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.
Brave80%
12 of 15 labels negative · 10 of 14 models · 7 hard negative
“browsers like Brave, DuckDuckGo, Opera, and others that are primarily designed for individual or small-scale use are not considered appropriate for enterprise environments” Mistral Small, negative prompt
Opera
82%
9 of 11 labels negative · 9 of 14 models · 8 hard negative
“such as Brave, DuckDuckGo, and Opera, are more secure consumer-focused browsers but not appropriate for enterprises” Llama 4 Maverick, negative prompt
Island Enterprise Browser16%
10 of 62 labels negative · 8 of 14 models · 3 hard negative
“Proprietary "Replacement" Browsers (Highly Cautious) *Examples: Island, Palo Alto Networks' Prisma Access Browser (formerly Talon)*” Gemini 3.5 Flash, negative prompt
Google Password Manager11%
8 of 72 labels negative · 8 of 14 models · 2 hard negative
“Unmanaged Consumer-Grade Browsers (Completely Avoid) *Examples: Allowing standard, unmanaged consumer Google Chrome, Microsoft Edge, Safari, or Firefox on corporate networks*” Gemini 3.5 Flash, 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
79 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. 1197 links across 216 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.
43 answers · 95 citations · 14 models
vendor site · Venn43 answers · 89 citations · 12 models
vendor site · Island41 answers · 75 citations · 13 models
38 answers · 43 citations · 12 models
32 answers · 43 citations · 13 models
29 answers · 33 citations · 12 models
26 answers · 26 citations · 12 models
vendor site · Palo Alto Networks24 answers · 38 citations · 10 models
vendor site · FitGap22 answers · 24 citations · 10 models
20 answers · 20 citations · 11 models
vendor site · G218 answers · 27 citations · 7 models
vendor site · Skyhigh Security18 answers · 20 citations · 11 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.
30 answers · 12 models
29 answers · 12 models
27 answers · 10 models
26 answers · 12 models
22 answers · 10 models
21 answers · 8 models
19 answers · 11 models
17 answers · 10 models
17 answers · 8 models
17 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 |
|---|---|---|---|---|---|---|---|---|
| Island Enterprise Browser island.io | 35% | 164 | 1,300 | 17 | 38,302 | 77 | 2 | |
| Google Password Manager google.dev | 33% | 194 | 823,000 | 1,150 | 881,346 | 109 | ||
| Microsoft parent site Microsoft Edge for Business 18%, Microsoft Edge 0% | 18% | 113 | 2,240,000 | 403,136 | ||||
| Netskope netskope.com Netskope One Enterprise Browser 4% | 4% | 12 | 18,100 | 830 | 42,119 company | 27 | ||
| Chrome Enterprise Core chromeenterprise.google | 4% | 19 | 1,300 | 12 | 447,102 | $11 | 120 | 4 |
| Palo Alto parent site Palo Alto Prisma Access Browser 2%, Palo Alto Prisma Browser 0%, Palo Alto Talon 0% | 2% | 17 | 246,000 | 18,254 | ||||
| Edge for Business | 2% | 390 | 153 | |||||
| Palo Alto Networks parent site Palo Alto Networks Prisma Browser 2%, Palo Alto Networks Prisma Access Browser 0% | 2% | 14 | 40,500 | 1,088 | ||||
| Google Chrome Browser for Enterprise | 2% | |||||||
| Prisma Access Browser | 0% | 880 | 33 |
Google's top ten for the three searches hold 19 sites; 6 of them are among the sites the models cited here (chromeenterprise.google, cybersecuritynews.com, gartner.com, island.io, paloaltonetworks.com, skyhighsecurity.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 an enterprise B2B company?”Paraphrase“Which enterprise browser for managed and unmanaged devices would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade enterprise browsers and how do they differ?”Budget-constrained“What is the best secure enterprise browser for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a secure enterprise browser. What should we look at?”Negative“Which enterprise browsers should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Island Enterprise BrowserGoogle Password ManagerChangedno first choiceIsland Enterprise Browserno first choiceagainst: Apple Passwords, Brave, Firefox ESR, Google Password Manager, Microsoft Edge Password Manager, Tor
Four alternatives
Google Password Manager, LayerX, Microsoft Edge for Business, Prisma Access BrowserTwo alternatives
Netskope One Enterprise Browser, Palo Alto NetworksTwo alternatives
Google Password Manager, Palo Alto Networks Prisma Access BrowserGPT-5.4 miniGoogle Password ManagerMicrosoft Edge for BusinessChangedMicrosoft Edge for BusinessIsland Enterprise Browserno first choicenothing named
Two alternatives
Cloudflare Browser Isolation, Island Enterprise BrowserTwo alternatives
Cloudflare Browser Isolation, Google Password ManagerTwo alternatives
Island Enterprise Browser, Prisma Access BrowserOne alternative
Microsoft Edge for BusinessGemini 3.5 FlashIsland Enterprise BrowserGoogle Password Manager, Island Enterprise BrowserChangedIsland Enterprise BrowserMicrosoft Edge for Businessno first choiceagainst: Apple Passwords, Firefox ESR, Google Password Manager, Island Enterprise Browser, Palo Alto Networks Prisma Access Browser
Four alternatives
CrowdStrike Falcon Seraphic, Google Password Manager, Microsoft Edge for Business, Palo Alto Networks TalonFour alternatives
Falcon Seraphic, Microsoft Edge for Business, Palo Alto Networks Prisma Access Browser, Push SecuritySeven alternatives
Akamai Workforce Protector, Citrix Enterprise Browser, CrowdStrike Falcon Seraphic, Google Password Manager, Microsoft Edge for Business, Palo Alto Networks, Zscaler SquareXThree alternatives
Google Password Manager, Island Enterprise Browser, Palo Alto Networks Prisma Access BrowserPerplexity SonarGoogle Password Manager, Microsoft Edge for BusinessMicrosoft Edge for BusinessChangedGoogle Password Manager, Microsoft Edge for BusinessChrome Enterprise Core, Google Password Managerno first choiceagainst: Apple Passwords, Brave, Firefox ESR, Google Password Manager, Opera, Vivaldi
One alternative
Island Enterprise BrowserThree alternatives
Island Enterprise Browser, Netskope One Enterprise Browser, Prisma Access BrowserFour alternatives
Island Enterprise Browser, LayerX, Palo Alto Networks Prisma Access Browser, SeraphicTwo alternatives
Microsoft Edge for Business, Palo Alto Prisma BrowserGrok 4.1 FastIsland Enterprise BrowserIsland Enterprise BrowserHeldPrisma Access BrowserGoogle Password Manageragainst: Brave, Firefox ESR, Island Enterprise BrowserIsland Enterprise Browseragainst: Apple Passwords, Brave, DuckDuckGo, Google Password Manager, Microsoft Edge, Mozilla Firefox, Opera, Tor, Vivaldi
Two alternatives
Google Password Manager, Microsoft Edge for BusinessThree alternatives
Google Password Manager, Netskope One Enterprise Browser, Palo Alto Prisma Access BrowserSix alternatives
Check Point Harmony Browse, CrowdStrike Falcon Seraphic, Firefox for Enterprise, Google Password Manager, Island Enterprise Browser, Microsoft Edge for BusinessTwo alternatives
Microsoft Edge for Business, Prisma Access BrowserThree alternatives
Google Password Manager, LayerX, Surf SecurityMistral SmallIsland Enterprise BrowserGoogle Chrome Browser for Enterprise, Netskope One Enterprise BrowserChangedGoogle Password ManagerGoogle Password Manageragainst: Island Enterprise Browser, Surf, Talonno first choiceagainst: Brave, DuckDuckGo, Google Password Manager, Microsoft Edge, Opera
Two alternatives
Google Password Manager, LayerXFour alternatives
Brave, Island Enterprise Browser, Microsoft Edge for Business, Prisma Access BrowserDeepSeek V4 FlashIsland Enterprise BrowserIsland Enterprise BrowserHeldIsland Enterprise BrowserGoogle Password Manageragainst: Island Enterprise Browser, Palo Alto Prisma Access BrowserIsland Enterprise Browseragainst: Citrix Enterprise Browser, Island Enterprise Browser
Three alternatives
Google Password Manager, Microsoft Edge for Business, TalonTwo alternatives
Google Password Manager, Prisma Access BrowserEight alternatives
Akamai Workforce Protector, Google Password Manager, Kasm Workspaces, LayerX, Microsoft Edge for Business, Palo Alto Prisma Access Browser, Seraphic Security, Surf SecurityOne alternative
Microsoft Edge for BusinessSix alternatives
Google Password Manager, LayerX, Microsoft Edge for Business, Palo Alto Prisma Browser, Surf Security, VennLlama 4 Maverickno first choiceGoogle Password ManagerChangedno first choiceGoogle Password Manageragainst: Island Enterprise Browser, Surf, Talonno first choiceagainst: Brave, DuckDuckGo, Opera
Qwen 3.7 FlashGoogle Password Manager, Island Enterprise BrowserNetskope One Enterprise BrowserChangedIsland Enterprise BrowserGoogle Password Manageragainst: Island Enterprise Browser, Prisma Cloud, Surf, Talonno first choiceagainst: Brave, Internet Explorer, K-Meleon, LibreWolf, Opera, Pale Moon, Vivaldi, Waterfox
Two alternatives
Mammoth Cyber, Microsoft EdgeFour alternatives
Edge for Business, Google Password Manager, Island Enterprise Browser, Palo Alto Networks Talon BrowserFive alternatives
Google Password Manager, Kasm Workspaces, Menlo Security, Microsoft Edge for Business, Palo Alto Networks Prisma Access BrowserKimi K2Island Enterprise BrowserIsland Enterprise BrowserHeldagainst: Google Password Manager, Microsoft Edge for BusinessIsland Enterprise Browseragainst: Cloudflare, LayerX, SeraphicMicrosoft Edge for Businessagainst: Island Enterprise BrowserIsland Enterprise Browser, Palo Alto Prisma Access Browseragainst: Brave, DuckDuckGo, Firefox ESR, Island Enterprise Browser, Menlo Secure Cloud Browser, Opera, Palo Alto Prisma Access Browser, Surf, Talon, Tor
Three alternatives
Google Password Manager, Palo Alto Prisma Access Browser, Surf SecurityOne alternative
TalonThree alternatives
Google Password Manager, Microsoft Edge for Business, Palo Alto Prisma Access BrowserTwo alternatives
Google Password Manager, Prisma Access BrowserOne alternative
Google Password ManagerGLM 4.7 FlashXMicrosoft Edge for BusinessMicrosoft Edge for BusinessHeldGoogle Password Manager, Microsoft Edge for BusinessGoogle Password Manageragainst: Edge for Businessno first choiceagainst: Brave, DuckDuckGo Browser, Google Password Manager, Microsoft Edge, Opera, Tor Browser
Two alternatives
Google Password Manager, Island Enterprise BrowserOne alternative
Google Password ManagerFive alternatives
Brave, Check Point Harmony Browse, Opera, Surf Security, VivaldiMiniMax M2.5Island Enterprise BrowserIsland Enterprise BrowserHeldGoogle Password Manager, Microsoft Edge for Businessagainst: Mozilla FirefoxGoogle Password Manageragainst: Firefox ESRno first choiceagainst: Brave, DuckDuckGo, Opera, RAV Online Security from ReasonLabs, Zebra Enterprise Browser
Four alternatives
Google Password Manager, LayerX, Microsoft Edge, Prisma Access BrowserThree alternatives
Google Password Manager, Microsoft Edge for Business, Palo Alto Prisma Access BrowserThree alternatives
Apple Passwords, Island Enterprise Browser, Palo Alto Prisma Access BrowserOne alternative
Microsoft Edge for BusinessGPT-6 LunaGoogle Password Manager, Microsoft Edge for BusinessMicrosoft Edge for BusinessChangedMicrosoft Edge for Businessagainst: Citrix Enterprise BrowserGoogle Password ManagerIsland Enterprise Browser, Palo Alto Networks Prisma Browseragainst: Akamai Workforce Protector, LayerX, Palo Alto's Prisma Browser, Seraphic, Talon
Two alternatives
Island Enterprise Browser, Palo Alto Networks Prisma BrowserThree alternatives
Google Password Manager, Island Enterprise Browser, Palo Alto Prisma BrowserFour alternatives
Google Password Manager, Island Enterprise Browser, Netskope One Enterprise Browser, Palo Alto Networks Prisma BrowserTwo alternatives
Edge for Business, Island Enterprise BrowserThree alternatives
Google Password Manager, Menlo, Microsoft EdgeMuse Glimmer 30BGoogle Password Manager, Microsoft Edge for BusinessChrome Enterprise Core, Google Password ManagerChangedGoogle Password ManagerEdge for Business, Google Password Manageragainst: Brave, Island Enterprise Browser, Prisma Access Browser, Surf, TalonIsland Enterprise Browseragainst: Apple Passwords, Brave, DuckDuckGo, Firefox ESR, Google Password Manager, Microsoft Edge Password Manager, Opera, RAV Online Security from ReasonLabs, Tor
Two alternatives
Island Enterprise Browser, Prisma Access BrowserOne alternative
Microsoft Edge for BusinessFour alternatives
Firefox ESR, Island Enterprise Browser, Microsoft Edge for Business, Mozilla Firefox ESROne alternative
Chrome Enterprise CoreThree alternatives
Google Password Manager, Microsoft Edge for Business, Palo Alto TalonBold 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 23:05 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:02 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:57 | yes | 17 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:08 | yes | 16 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:30 | yes | 20 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:26 | yes | 14 | 14 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:28 | yes | 19 | 38 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:56 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:22 | yes | 8 | 21 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:36 | yes | 17 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:55 | yes | 24 | 44 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:19 | yes | 18 | 51 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:48 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:11 | yes | 13 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:27 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:39 | yes | 5 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:44 | yes | 11 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:20 | yes | 20 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:48 | yes | 23 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:41 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:07 | yes | 24 | 46 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:50 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:06 | yes | 14 | 73 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:48 | yes | 25 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:41 | yes | 23 | 27 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:44 | yes | 15 | 25 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:51 | yes | 3 | 22 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:07 | yes | 21 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:24 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:43 | yes | 5 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:37 | yes | 23 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 01:09 | yes | 35 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:41 | yes | 21 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:06 | yes | 25 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:49 | yes | 20 | 50 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:57 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:44 | yes | 12 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:54 | yes | 10 | 69 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:18 | yes | 25 | 38 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:22 | yes | 20 | 45 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:18 | yes | 6 | 35 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:48 | yes | 19 | 38 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:47 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:37 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:54 | yes | 22 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:26 | yes | 17 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:45 | yes | 22 | 18 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:38 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:23 | yes | 22 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:24 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:38 | yes | 5 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:54 | yes | 19 | 29 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:36 | yes | 25 | 20 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:47 | yes | 21 | 68 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:32 | yes | 3 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:22 | yes | 20 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:55 | yes | 19 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:53 | yes | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:57 | yes | 11 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 01:34 | yes | 20 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:19 | yes | 19 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:34 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:53 | yes | 24 | 69 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:56 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:05 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:35 | yes | 20 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:09 | yes | 15 | 34 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:35 | no | 0 | 7 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:26 | yes | 3 | 26 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:09 | yes | 14 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:37 | yes | 35 | 17 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:52 | yes | 4 | 10 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:07 | yes | 15 | 32 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:53 | yes | 25 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:17 | yes | 22 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:15 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:42 | yes | 24 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:28 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:08 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:51 | yes | 21 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:55 | yes | 19 | 57 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:32 | yes | 22 | 44 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:54 | yes | 4 | 29 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:31 | yes | 18 | 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
Island Browser read as Island Enterprise Browser
Island Browser (Island MDM) 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
Airlock Browser
Anchor Browser
DuckDuckGo Browser
Edge with hardening
Ericom Secure Browser
Falcon Seraphic
Google Chrome Browser for Enterprise
K-Meleon
LibreWolf
Mammoth Cyber (formerly Appaegis)
Menlo Secure Cloud Browser
Pale Moon
Palo Alto Networks Talon (Prisma Access Browser)
Palo Alto Networks Talon Browser
Palo Alto's Prisma Browser
Puffin
Talon Enterprise Browser (now rebranded as Prisma Access Browser under Palo Alto Networks)
Waterfox
Zebra Enterprise Browser
Zscaler SquareX
managed Chrome Enterprise/Edge for Business
Discontinued, still offered
No shut-down product was recommended here.