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. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
38%
Contested · Microsoft Edge for Business 26%
38Chrome Enterprise26Microsoft Edge for Business22Island Enterprise Browser14others
38% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Chrome Enterprise (38%) replaces Island Enterprise Browser (35% then, 22% now), 16 points clear, past the 11-point floor.Chrome Enterprise leads at 38%, replacing Island Enterprise Browser, which led at 35% and stands at 22% now: 16 points clear, past the floor.
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.
Small businessMicrosoft Edge for Business31%Contested↗new leaderNew leader since October 2026: Microsoft Edge for Business (31%) replaces Chrome Enterprise (33% then, 28% now), 3 points clear, inside the 11-point floor.Standing →Mid-marketMicrosoft Edge for Business39%Contested↗new leaderNew leader since October 2026: Microsoft Edge for Business (39%) replaces Chrome Enterprise (26% then, 26% now), 13 points clear, past the 11-point floor.Standing →EnterpriseChrome Enterprise38%Contested↗new leaderNew leader since October 2026: Chrome Enterprise (38%) replaces Island Enterprise Browser (35% then, 22% now), 16 points clear, past the 11-point floor.This page
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 rateLabelsQuadrantSince October 2026
01Chrome Enterprise38%6%70endorsed leader▲+5Since October 2026: 33% → 38%, +5 points. Inside the 11-point floor: within noise.33% → 38%
02Microsoft Edge for Business26%4%54accepted challenger▲+8Since October 2026: 18% → 26%, +8 points. Inside the 11-point floor: within noise.18% → 26%
03
Island Enterprise Browser22%22%60accepted challenger▼−13Since October 2026: 35% → 22%, −13 points. Past the 11-point floor: movement.35% → 22%
Island Enterprise Browser22%22%60accepted challenger▼−13Since October 2026: 35% → 22%, −13 points. Past the 11-point floor: movement.35% → 22%04Prisma Access Browser3%13%23accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise.0% → 3%
05Palo Alto Networks Prisma Access Browser2%12%24accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
06
Push Security2%0%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Push Security2%0%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%07Talon2%40%10criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
08Firefox for Enterprise2%46%13criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
09
Brave2%70%10criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Brave2%70%10criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the two products at 0%, ordered by negative rate
10
LayerX0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
LayerX0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Seraphic0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Seraphic0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%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. Both editions asked the same fourteen models. 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
Microsoft Edge for Business vs Chrome EnterpriseMicrosoft Edge for Business vs Island Enterprise BrowserMicrosoft Edge for Business vs Chrome Enterprise Core
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.All twenty-one head-to-head pages: the top seven products, each against each
Microsoft Edge for Business vs Firefox for EnterpriseMicrosoft Edge for Business vs LayerXMicrosoft Edge for Business vs Prisma Access BrowserChrome Enterprise vs Island Enterprise BrowserChrome Enterprise vs Chrome Enterprise CoreChrome Enterprise vs Firefox for EnterpriseChrome Enterprise vs LayerXChrome Enterprise vs Prisma Access BrowserIsland Enterprise Browser vs Chrome Enterprise CoreIsland Enterprise Browser vs Firefox for EnterpriseIsland Enterprise Browser vs LayerXIsland Enterprise Browser vs Prisma Access BrowserChrome Enterprise Core vs Firefox for EnterpriseChrome Enterprise Core vs LayerXChrome Enterprise Core vs Prisma Access BrowserFirefox for Enterprise vs LayerXFirefox for Enterprise vs Prisma Access BrowserLayerX vs Prisma Access Browser
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
M02
03P04
P05
06T07
F08
091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Chrome Enterprise38%
02Microsoft Edge for Business26%
03Island Enterprise Browser22%
Island Enterprise Browser22%04Prisma Access Browser3%
05Palo Alto Networks Prisma Access Browser2%
06Push Security2%
Push Security2%07Talon2%
08Firefox for Enterprise2%
09Brave2%
Brave2%10LayerX0%
LayerX0%11Seraphic0%
Seraphic0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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.
Island Enterprise Browser22%
13 of 60 labels negative · 9 of 14 models · 1 hard negative
“Avoid making Island the default when cost predictability is the primary requirement” Perplexity Sonar, budget prompt
Brave70%
7 of 10 labels negative · 6 of 14 models · 5 hard negative
“should be cautious about any "enterprise" positioning of Brave, DuckDuckGo, Opera, RAV Online Security and similar consumer privacy products” Muse Glimmer 30B, negative prompt
Opera
86%
6 of 7 labels negative · 6 of 14 models · 4 hard negative
“Brave and Opera may introduce unvetted extensions or crypto-related features that conflict with corporate policies” Grok 4.20, negative prompt
Firefox for Enterprise
46%
6 of 13 labels negative · 6 of 14 models · 2 hard negative
“browsers optimized for consumer privacy (like Firefox, Tor Browser) aren't designed for enterprise security needs” 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
76 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. 926 links across 198 sites, every framing counted. Ranked by the number of answers carrying the site or page. 30 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Chrome Enterprise38 answers · 101 citations · 14 models
vendor site · Akamai37 answers · 52 citations · 13 models
vendor site · Palo Alto Networks28 answers · 36 citations · 13 models
25 answers · 33 citations · 11 models
23 answers · 23 citations · 9 models
vendor site · Island22 answers · 30 citations · 11 models
vendor site · Microsoft21 answers · 34 citations · 9 models
vendor site · Push Security19 answers · 24 citations · 9 models
vendor site · G216 answers · 23 citations · 10 models
15 answers · 15 citations · 9 models
vendor site · Venn14 answers · 16 citations · 7 models
14 answers · 14 citations · 8 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.
23 answers · 9 models
21 answers · 7 models
18 answers · 9 models
17 answers · 9 models
15 answers · 9 models
14 answers · 8 models
13 answers · 6 models
13 answers · 8 models
12 answers · 9 models
12 answers · 8 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 | 38% | |||||||
| Microsoft parent site Microsoft Edge for Business 26% | 26% | 140 | 2,240,000 | 403,136 | ||||
| Island Enterprise Browser island.io | 22% | 154 | 1,300 | 17 | 38,302 | 77 | 2 | |
| Prisma prismacloud.io Prisma Access Browser 3% | 3% | 62 | 880 | 33 | 2,039 | |||
| Palo Alto Networks parent site Palo Alto Networks Prisma Access Browser 2% | 2% | 49 | 40,500 | 1,088 | ||||
| Push Security pushsecurity.com | 2% | 60 | 1,000 | 83 | 5,368 | $51 | 4 | |
| Microsoft Edge for Enterprise | 2% | |||||||
| Talon | 2% | 49,500 | 17,702 | |||||
| Mozilla Firefox firefox.com Firefox for Enterprise 2%, Mozilla Firefox 0% | 2% | 47 | 60,500 | 1,378 | 1,183,043 | 62 | ||
| Brave brave.com | 2% | 37 | 368,000 | 91,484 | 1,344,311 | 10 |
Google's top ten for the three searches hold 19 sites; 4 of them are among the sites the models cited here (chromeenterprise.google, island.io, learn.microsoft.com, 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 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 4.5Chrome Enterprise, Microsoft Edge for Businessno first choiceChangedIsland Enterprise BrowserChrome Enterpriseno first choicenothing named
Two alternatives
Brave Browser, Firefox for EnterpriseFive alternatives
Chrome Enterprise, Firefox for Enterprise, Microsoft Edge for Business, Palo Alto Networks Prisma Access Browser, Prisma Access BrowserTwo alternatives
Island Enterprise Browser, Microsoft Edge for BusinessGPT-5.4 miniMicrosoft Edge for BusinessIsland Enterprise BrowserChangedIsland Enterprise BrowserChrome Enterpriseno first choicenothing named
Three alternatives
Chrome Enterprise, Island Enterprise Browser, Menlo SecurityFour alternatives
Chrome Enterprise, Citrix Enterprise Browser, Microsoft Edge for Business, Palo Alto Networks Prisma Access BrowserOne alternative
Island Enterprise BrowserGemini 3.5 FlashIsland Enterprise BrowserIsland Enterprise BrowserHeldIsland Enterprise BrowserMicrosoft Edge for Enterpriseno first choiceagainst: Apple Passwords, Consumer Brave, Firefox for Enterprise, Internet Explorer, Legacy Edge, Opera, Standard Chrome, Tor Browser, Vivaldi
Three alternatives
Chrome Enterprise, Microsoft Edge for Business, Palo Alto Networks Prisma Access BrowserThree alternatives
Chrome Enterprise, Microsoft Edge for Business, Palo Alto Networks Prisma Access BrowserSix alternatives
Chrome Enterprise, LayerX, Microsoft Edge for Business, Prisma Access Browser, Push Security, SeraphicThree alternatives
Chrome Enterprise, Island Enterprise Browser, Palo Alto Networks Prisma Access BrowserPerplexity SonarChrome EnterpriseChrome EnterpriseHeldIsland Enterprise Browseragainst: Firefox for EnterpriseChrome Enterpriseagainst: Island Enterprise Browserno first choiceagainst: Internet Explorer, Island Enterprise Browser, Prisma Access Browser, Talon
Three alternatives
Island Enterprise Browser, Menlo Security, Prisma Access BrowserFour alternatives
Island Enterprise Browser, Microsoft Edge for Business, Netskope One Enterprise Browser, Push SecuritySix alternatives
Chrome Enterprise, LayerX Security, Menlo Security, Microsoft Edge for Business, Palo Alto Networks Prisma Access Browser, Push SecurityOne alternative
Push SecurityGrok 4.20Island Enterprise Browseragainst: Brave, TorMicrosoft Edge for BusinessChangedagainst: Island Enterprise Browser, Prisma Access BrowserChrome Enterprise, Microsoft Edge for BusinessMicrosoft Edge for Businessagainst: Island Enterprise Browser, Menlo Security, Palo Alto Networks Prisma Access BrowserIsland Enterprise Browser, Palo Alto Networks Prisma Access Browseragainst: Apple Passwords, Brave, Chrome Enterprise, DuckDuckGo, Microsoft Edge for Business, Mozilla Firefox, Opera, Tor Browser
Five alternatives
Authentic8 Silo, Chrome Enterprise, Menlo Security, Microsoft Edge for Business, Palo Alto Networks Prisma Access BrowserOne alternative
Chrome EnterpriseFour alternatives
Island Enterprise Browser, Mozilla Firefox ESR, Prisma Access Browser, SiloOne alternative
Chrome EnterpriseFour alternatives
Akamai, Authentic8 Silo, Chrome Enterprise, LayerXMistral SmallChrome Enterprise, Microsoft Edge for BusinessChrome Enterprise, Prisma Access BrowserChangedChrome Enterprise, Microsoft Edge for BusinessChrome Enterpriseagainst: CyberArk Secure Browser, Island Enterprise Browserno first choiceagainst: Zscaler Private Accessagainst: Chrome Enterprise, Firefox for Enterprise, Microsoft Edge Password Manager
Three alternatives
Citrix Enterprise Browser, Island Enterprise Browser, SiloTwo alternatives
Island Enterprise Browser, Palo Alto Networks Prisma Access BrowserDeepSeek V4 FlashIsland Enterprise BrowserChrome EnterpriseChangedIsland Enterprise BrowserChrome Enterpriseagainst: Edge for Business, Island Enterprise Browser, Keep Aware, LayerXIsland Enterprise Browser, Prisma Access Browser, Talonagainst: Brave, DuckDuckGo, Island Enterprise Browser, Opera, Talon
Four alternatives
Chrome Enterprise, CrowdStrike Falcon Seraphic, LayerX, Prisma Access BrowserTwo alternatives
Island Enterprise Browser, Microsoft Edge for BusinessThree alternatives
Chrome Enterprise, Microsoft Edge for Business, Palo Alto Networks Prisma Access BrowserTwo alternatives
Chrome Enterprise, LayerXLlama 4 MaverickIsland Enterprise BrowserIsland Enterprise BrowserHeldChrome EnterpriseChrome EnterpriseFirefox for Enterpriseagainst: Brave, Opera
Four alternatives
Chrome Enterprise, NordLayer Browser, Prisma Access Browser, Push SecurityTwo alternatives
Island Enterprise Browser, Microsoft Edge for BusinessThree alternatives
Island Enterprise Browser, Microsoft Edge for Business, Push SecurityTwo alternatives
Dia Browser, Prisma Access BrowserQwen 3.7 FlashPush SecurityBraveChangedGoogle Chrome for Business, Microsoft Edge for BusinessChrome Enterpriseagainst: Island Enterprise Browser, Palo Alto Networks Prisma Access Browser, SiloChrome Enterpriseagainst: Brave, DuckDuckGo, Island Enterprise Browser, Opera, Tor
Two alternatives
Microsoft Edge for Business, Palo Alto Networks Prisma Access BrowserThree alternatives
Microsoft Edge for Business, Palo Alto Networks Prisma Access Browser, ZscalerThree alternatives
Cisco Secure Web Gateway, Mozilla Firefox Extended Support Release, PolymerOne alternative
Microsoft Edge for BusinessTwo alternatives
Microsoft Edge for Business, Mozilla FirefoxKimi K2Island Enterprise BrowserMicrosoft Edge for BusinessChangedIsland Enterprise Browseragainst: Surf SecurityMicrosoft Edge for Businessagainst: Island Enterprise Browser, Palo Alto Networks Prisma Access BrowserIsland Enterprise Browseragainst: Apple Passwords, Chrome Enterprise, Firefox for Enterprise, Internet Explorer, Microsoft Edge Legacy
Five alternatives
Authentic8 Silo, Chrome Enterprise, Menlo Security, Surf Security, TalonThree alternatives
Chrome Enterprise, Island Enterprise Browser, Prisma Access BrowserThree alternatives
Chrome Enterprise, Microsoft Edge for Business, Palo Alto Networks Prisma Access BrowserOne alternative
Chrome EnterpriseFour alternatives
Chrome Enterprise, Edge for Business, Surf, TalonGLM 4.7 FlashXChrome Enterprise, Microsoft Edge for BusinessMicrosoft Edge for BusinessChangedChrome Enterprise, Microsoft Edge for BusinessMicrosoft Edge for Businessagainst: Braveno first choiceagainst: Brave Browser, DuckDuckGo Browser
Four alternatives
Island Enterprise Browser, LayerX Browser Security Platform, Menlo Security, Palo Alto Networks Prisma Access BrowserFour alternatives
Check Point Enterprise Browser, Chrome Enterprise, Palo Alto Networks Prisma Access Browser, Zscaler Zero Trust BrowserEight alternatives
Apple Passwords, Brave, Island Enterprise Browser, Mozilla Firefox, Netskope One, Opera, Prisma Access Browser, Zscaler Zero Trust BrowserMiniMax M2.5Chrome EnterpriseChrome Enterprise, Microsoft Edge for BusinessChangedChrome Enterprise, Microsoft Edge for BusinessChrome Enterpriseagainst: Island Enterprise Browser, Seraphic, TalonIsland Enterprise Browseragainst: Brave Browser, Firefox for Enterprise, Opera Browser, Standard Microsoft Edge, Tor Browser
Three alternatives
Island Enterprise Browser, Prisma Access Browser, SiloOne alternative
Palo Alto Networks Prisma Access BrowserOne alternative
Island Enterprise BrowserOne alternative
Edge for BusinessTwo alternatives
Chrome Enterprise, Palo Alto Networks Prisma Access BrowserGPT-6 LunaIsland Enterprise BrowserMicrosoft Edge for BusinessChangedChrome Enterprise Core, Microsoft Edge for Businessagainst: Firefox for EnterpriseChrome Enterpriseno first choiceagainst: Internet Explorer 11 desktop, Island Enterprise Browser, Prisma Access Browser
Three alternatives
Chrome Enterprise, Microsoft Edge for Business, Prisma Access BrowserThree alternatives
Chrome Enterprise, Island Enterprise Browser, Prisma Access BrowserFour alternatives
Akamai Workforce Protector, CrowdStrike Falcon Seraphic Enterprise Browser, Island Enterprise Browser, Palo Alto Networks Prisma Access BrowserOne alternative
Edge for BusinessSix alternatives
Chrome Enterprise, Island Enterprise Browser, Menlo Security, Microsoft Edge for Business, Netskope One Enterprise Browser, Prisma Access BrowserMuse Glimmer 30BChrome Enterprise, Microsoft Edge for BusinessChrome Enterprise, Microsoft Edge for BusinessHeldChrome Enterprise, Microsoft Edge for Businessagainst: Akamai Workforce Protector, LayerXChrome Enterprise, Microsoft Edge for Businessagainst: Island Enterprise Browser, Menlono first choiceagainst: Brave, Chrome Enterprise, DuckDuckGo, Microsoft Edge for Business, Opera, RAV Online Security, Talon
Two alternatives
Island Enterprise Browser, Push SecurityTwo alternatives
Check Point Harmony Enterprise Browser, Palo Alto Networks Prisma Access BrowserTwo alternatives
Firefox for Enterprise, Island Enterprise BrowserBold 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 | 2026-11-01 11:36 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:44 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:15 | yes | 13 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 18:25 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:46 | yes | 15 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:09 | yes | 5 | 27 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:31 | yes | 21 | 53 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:38 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:57 | yes | 10 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:04 | yes | 10 | 38 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:55 | yes | 23 | 45 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:15 | yes | 8 | 91 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:59 | yes | 4 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:30 | yes | 12 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:27 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:31 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:06 | yes | 9 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:56 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:59 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:06 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:54 | yes | 25 | 33 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:20 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:56 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:54 | yes | 25 | 84 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:39 | yes | 23 | 33 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:15 | yes | 5 | 46 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:04 | yes | 3 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:52 | yes | 11 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:39 | yes | 10 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:54 | yes | 5 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:14 | yes | 11 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:25 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:46 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:26 | yes | 20 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:45 | yes | 25 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:14 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:29 | no | 0 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:41 | yes | 24 | 48 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:38 | yes | 20 | 38 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:02 | no | 0 | 38 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:23 | yes | 7 | 34 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:56 | yes | 24 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:40 | yes | 17 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:49 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:41 | yes | 8 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 08:38 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:29 | yes | 9 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:21 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:49 | yes | 25 | 33 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:25 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:13 | yes | 10 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:11 | yes | 19 | 67 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:46 | yes | 22 | 20 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:31 | yes | 15 | 94 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:18 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:09 | yes | 22 | 27 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:49 | yes | 19 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:34 | yes | 3 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:52 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:30 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:38 | yes | 14 | 19 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:49 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:11 | yes | 24 | 54 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:38 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:34 | yes | 5 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:32 | yes | 10 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:35 | yes | 22 | 31 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:06 | yes | 19 | 61 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:28 | yes | 3 | 26 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:43 | yes | 14 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:36 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:57 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:48 | no | 0 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 14:55 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:18 | yes | 9 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:03 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:50 | yes | 20 | 50 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:59 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:32 | yes | 14 | 45 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:07 | yes | 23 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:02 | yes | 23 | 58 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:07 | yes | 23 | 97 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:35 | yes | 5 | 30 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:17 | yes | 13 | 23 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
Firefox ESR (Extended Support Release) read as Firefox for Enterprise
Google Chrome read as Chrome Enterprise
Google Chrome (consumer edition) read as Chrome Enterprise
Island read as Island Enterprise Browser
Island (The Enterprise Browser) read as Island Enterprise Browser
Island Browser read as Island Enterprise Browser
Microsoft Edge read as Microsoft Edge for Business
Microsoft Edge (Enterprise) read as Microsoft Edge for Business
Microsoft Edge (non-enterprise modes) read as Microsoft Edge for Business
Netskope read as Netskope One Enterprise Browser
Palo Alto Networks (Cortex Canary) read as Palo Alto Networks Prisma Access Browser
Palo Alto Networks (Prisma Access Browser / formerly Talon) 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 Browser read as Palo Alto Networks Prisma Access Browser
Palo Alto Prisma Browser (formerly 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
Akamai's browser security platform
Appit Enterprise Browser
Apple (iOS/macOS) - Managed Safari
Check Point Harmony Enterprise Browser
Cisco Secure Web Gateway (Browser Isolation)
Citrix Browser Isolation (via Citrix Secure Private Access)
Consumer Brave
Dia
Dia Browser
Ericom Secure Browser
Google (Android/CrOS) - Managed Chrome
Google Chrome for Business
Google Endpoint Verification / BeyondCorp Enterprise Browser
Guardio
Internet Explorer 11 desktop
Legacy Edge
Microsoft Edge for Enterprise
Microsoft Edge with Intune/Endpoint Manager
Microsoft Intune Managed Browser
Mozilla Firefox Extended Support Release (ESR)
Netskope Browser
Opera Browser
Perimeter 81 Secure Web Gateway
RAV Online Security
SonicWall Browser Advanced
Standard Chrome
Standard Microsoft Edge (non-Business version)
Zcaler Browser Isolation (ZIA)
managed Chrome Enterprise
Discontinued, still offered
No shut-down product was recommended here.