Enterprise browsers
Asked as “secure enterprise browser”, and as “enterprise browser for managed and unmanaged devices”, on behalf of a mid-market B2B company. 61 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
39%
Contested · Chrome Enterprise 26%
39Microsoft Edge for Business26Chrome Enterprise11Island Enterprise Browser23others
39% of first choices, contested.
Since October 2026↗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.Microsoft Edge for Business leads at 39%, replacing Chrome Enterprise, which led at 26% and stands at 26% now: 13 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.This pageEnterpriseChrome 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.Standing →
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 October 2026
01Microsoft Edge for Business39%7%55endorsed leader▲+22Since October 2026: 17% → 39%, +22 points. Past the 11-point floor: movement.17% → 39%
02Chrome Enterprise26%13%67accepted challenger=heldSince October 2026: 26% → 26%, ±0 points. Inside the 11-point floor: within noise.26% → 26%
03
Island Enterprise Browser11%24%50accepted challenger▼−13Since October 2026: 24% → 11%, −13 points. Past the 11-point floor: movement.24% → 11%
Island Enterprise Browser11%24%50accepted challenger▼−13Since October 2026: 24% → 11%, −13 points. Past the 11-point floor: movement.24% → 11%04
Chrome Enterprise Core10%0%10accepted challenger▼−4Since October 2026: 14% → 10%, −4 points. Inside the 11-point floor: within noise.14% → 10%
Chrome Enterprise Core10%0%10accepted challenger▼−4Since October 2026: 14% → 10%, −4 points. Inside the 11-point floor: within noise.14% → 10%05Firefox for Enterprise2%21%19accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
06
LayerX2%24%21accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
LayerX2%24%21accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%07Prisma Access Browser2%15%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Show the four products at 0%, ordered by negative rate
11Talon0%60%10criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
10
Brave0%45%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Brave0%45%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08Palo Alto Networks Prisma Access Browser0%19%16accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%
09
Push Security0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Push Security0%9%11accepted 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.
For buyers
Head to head
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 →
M01
C02
0304F05
06P07
P08
0910T11
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Microsoft Edge for Business39%
02Chrome Enterprise26%
03Island Enterprise Browser11%
Island Enterprise Browser11%04Chrome Enterprise Core10%
Chrome Enterprise Core10%05Firefox for Enterprise2%
06LayerX2%
LayerX2%07Prisma Access Browser2%
08Palo Alto Networks Prisma Access Browser0%
09Push Security0%
Push Security0%10Brave0%
Brave0%11Talon0%
What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, DeepSeek V4 Flash, Llama 4 Maverick, 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 Browser24%
12 of 50 labels negative · 7 of 14 models · 2 hard negative
“Avoid for Now: Dedicated secure browsers like Brave ... or paid ones (e.g., from the comparisons: Island, Silo, Perimeter 81)” Grok 4.20, budget prompt
Chrome Enterprise
13%
9 of 67 labels negative · 7 of 14 models
“it's more of a managed consumer browser than a fully "secure enterprise" one—lacks some native DLP/exfiltration controls of Island” Grok 4.20, direct prompt
Brave45%
5 of 11 labels negative · 4 of 14 models · 3 hard negative
“Brave - also considered a "criticized challenger" by IT AI Recommendation Index, with 80% negative labels and 7 hard negatives.” Llama 4 Maverick, negative prompt
Opera
57%
4 of 7 labels negative · 4 of 14 models · 3 hard negative
“Opera - considered a "criticized challenger" by IT AI Recommendation Index, with 82% negative labels and 8 hard negatives.” Llama 4 Maverick, 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
73 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. 849 links across 185 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 Enterprise35 answers · 75 citations · 13 models
vendor site · Akamai32 answers · 44 citations · 10 models
26 answers · 26 citations · 9 models
vendor site · G225 answers · 40 citations · 10 models
vendor site · Palo Alto Networks25 answers · 33 citations · 11 models
vendor site · Microsoft21 answers · 43 citations · 9 models
20 answers · 28 citations · 8 models
vendor site · Push Security20 answers · 24 citations · 9 models
20 answers · 20 citations · 10 models
vendor site · Island19 answers · 23 citations · 10 models
19 answers · 19 citations · 9 models
13 answers · 13 citations · 7 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.
26 answers · 9 models
19 answers · 7 models
19 answers · 9 models
18 answers · 9 models
17 answers · 11 models
13 answers · 7 models
13 answers · 7 models
13 answers · 7 models
13 answers · 7 models
12 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| Microsoft parent site Microsoft Edge for Business 39% | 39% | 140 | 2,240,000 | 403,136 | ||||
| Chrome Enterprise | 26% | |||||||
| Island Enterprise Browser island.io | 11% | 154 | 1,300 | 17 | 38,302 | 77 | 2 | |
| Google Cloud chromeenterprise.google Chrome Enterprise Core 10% | 10% | 32 | 165,000 | 7,596 | 447,102 | $11 | 120 | 4 |
| NordLayer Browser nordlayer.com | 3% | 31 | 30 | 0 | 136,857 | $985 | 120 | 4 |
| Mozilla Firefox firefox.com Firefox for Enterprise 2%, Mozilla Firefox 0% | 2% | 47 | 60,500 | 1,378 | 1,183,043 | 62 | ||
| LayerX layerxsecurity.com | 2% | 54 | 1,300 | 17 | 1,356 | 0 | ||
| Prisma prismacloud.io Prisma Access Browser 2% | 2% | 62 | 880 | 33 | 2,039 | |||
| Surf Security surf.security | 2% | 11 | 90 | 7 | 518 | 1 | ||
| Google Chrome Enterprise with Chrome Enterprise Premium | 2% |
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 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 4.5Chrome Enterprise, Microsoft Edge for BusinessMicrosoft Edge for BusinessChangedagainst: Mozilla Firefox for EnterpriseChrome Enterprise, Island Enterprise BrowserChrome Enterprise, Firefox for Enterprise, Microsoft Edge for Businessno first choicenothing named
One alternative
Chrome EnterpriseFive alternatives
Citrix Enterprise Browser, Edge for Business, Firefox for Enterprise, Seraphic, TalonOne alternative
Nudge SecurityGPT-5.4 miniGoogle Chrome Enterprise with Chrome Enterprise PremiumLayerXChangedChrome Enterprise, Microsoft Edge for BusinessMicrosoft Edge for Businessagainst: Citrix Enterprise Browserno first choicenothing named
Two alternatives
Island Enterprise Browser, Prisma Access BrowserTwo alternatives
Chrome Enterprise, Google Endpoint ManagementFour alternatives
Brave, Brave for Business, Citrix Enterprise Browser, Island Enterprise BrowserOne alternative
Chrome Enterprise CoreGemini 3.5 FlashMicrosoft Edge for BusinessChrome Enterprise, Microsoft Edge for BusinessChangedIsland Enterprise BrowserChrome Enterprise Core, Microsoft Edge for Businessagainst: Island Enterprise Browser, Palo Alto Networks Prisma Access Browserno first choiceagainst: Consumer Opera, Island Enterprise Browser, LayerX, Palo Alto Networks Prisma Access Browser, Push Security, Talon, Tor Browser, Vivaldi, standard Brave
Five alternatives
Chrome Enterprise, Island Enterprise Browser, LayerX, Prisma Access Browser, Push SecurityOne alternative
Island Enterprise BrowserSix alternatives
Akamai Secure Enterprise Browsing, Chrome Enterprise, LayerX, Microsoft Edge for Business, Palo Alto Networks Prisma Access Browser, Push SecurityTwo alternatives
Brave, Firefox for EnterprisePerplexity SonarChrome EnterpriseChrome EnterpriseHeldChrome Enterprise, Microsoft Edge for BusinessChrome Enterprise Coreagainst: Edge for Business, Firefox for Enterpriseno first choiceagainst: Brave, Firefox for Enterprise, Tor
Four alternatives
Island Enterprise Browser, Menlo Security, Microsoft Edge for Business, Push SecurityFour alternatives
Island Enterprise Browser, Microsoft Edge for Business, Prisma Access Browser, Push SecuritySix alternatives
Island Enterprise Browser, LayerX Security, Menlo Secure Enterprise Browser, Prisma Access Browser, Push Security, Seraphic SecurityTwo alternatives
Chrome Enterprise, Push SecurityGrok 4.20Island Enterprise Browseragainst: Chrome Enterprise, Cloudflare Browser Isolation, LayerX, Menlo Security, Prisma Access BrowserIsland Enterprise BrowserHeldagainst: Palo Alto Networks Prisma Access BrowserChrome Enterprise, Microsoft Edge for BusinessChrome Enterprise Core, Microsoft Edge for Businessagainst: Authentic8 Silo, Brave, Check Point Harmony SASE, Chrome Enterprise, Island Enterprise Browser, LayerX, Prisma Access, TorIsland Enterprise Browseragainst: Authentic8 Silo, Brave, Chrome Enterpriseagainst: Browser Company, Island Enterprise Browser, Secureframe, Torq
One alternative
NordLayer BrowserTwo alternatives
Chrome Enterprise, Microsoft Edge for BusinessOne alternative
Island Enterprise BrowserOne alternative
Mozilla Firefox ESRThree alternatives
Akamai Enterprise Browser, CrowdStrike Falcon Browser Security, Palo Alto Networks Prisma Access BrowserMistral SmallChrome EnterpriseChrome EnterpriseHeldIsland Enterprise Browseragainst: Cloudflare Browser IsolationChrome Enterprise, Microsoft Edge for Businessno first choiceagainst: Brave, Chrome Enterprise, DuckDuckGo, Firefox for Enterprise, Island Enterprise Browser, Microsoft Edge for Business, Opera, Tor
Three alternatives
Island Enterprise Browser, NordLayer Browser, Push SecurityFive alternatives
Edge for Business, Island Enterprise Browser, Netskope One Enterprise Browser, Palo Alto Networks Prisma Access Browser, SeraphicFour alternatives
Chrome Enterprise Browser / Chrome Enterprise Premium, LayerX, Microsoft Edge for Business, Prisma Access BrowserOne alternative
Firefox for EnterpriseDeepSeek V4 FlashIsland Enterprise Browser, Surf Securityagainst: LayerX, Menlo SecurityMicrosoft Edge for BusinessChangedagainst: Akamai, LayerX, TalonIsland Enterprise BrowserChrome Enterprise Core, Microsoft Edge for Businessagainst: Island Enterprise Browser, Prisma Cloud, TalonIsland Enterprise Browser, Prisma Access Browseragainst: Chrome Enterprise, Chromium, Island Enterprise Browser, Talon
Two alternatives
Chrome Enterprise, Microsoft Edge for BusinessTwo alternatives
Chrome Enterprise, Island Enterprise BrowserFour alternatives
Chrome Enterprise, Microsoft Edge for Business, NordLayer Browser, Palo Alto Networks Prisma Access BrowserOne alternative
LayerXThree alternatives
Chrome Enterprise, LayerX, Microsoft Edge Password ManagerLlama 4 Maverickno first choiceChrome EnterpriseChangedPush SecurityChrome Enterpriseno first choiceagainst: Brave, Opera
Two alternatives
CyberArk Secure Browser, Microsoft Edge for BusinessThree alternatives
Chrome Enterprise, Island Enterprise Browser, Prisma Access BrowserQwen 3.7 FlashChrome Enterprise, NordLayer BrowserChrome Enterprise, Microsoft Edge for BusinessChangedMicrosoft Edge for Businessagainst: VivaldiMicrosoft Edge for Businessagainst: Chrome Enterpriseno first choiceagainst: 360 Secure, AVG Secure Browser, Avast Secure Browser, Internet Explorer, Opera, Pale Moon, QQ Browser, SeaMonkey, Sogou, Tor Browser, TurboBrowser / SuperBird, Waterfox, Yandex Browser
Two alternatives
Authentic8, Menlo SecurityThree alternatives
Brave Browser, Chrome Enterprise, Mozilla Firefox ESRTwo alternatives
Brave for Business, Mozilla FirefoxKimi K2Chrome Enterprise Coreagainst: Island Enterprise BrowserMicrosoft Edge for BusinessChangedagainst: Island Enterprise Browser, TalonIsland Enterprise BrowserMicrosoft Edge for BusinessChrome Enterprise, Microsoft Edge for Businessagainst: Chrome Enterprise, Island Enterprise Browser, Microsoft Edge for Business, Opera, Talon
Three alternatives
Chrome Enterprise, Edge for Business, Surf SecurityOne alternative
Chrome Enterprise CoreFive alternatives
Chrome Enterprise, LayerX, Microsoft Edge for Business, Palo Alto Networks Prisma Access Browser, Surf SecurityOne alternative
Chrome Enterprise CoreTwo alternatives
Island Enterprise Browser, Palo Alto Networks Prisma Access BrowserGLM 4.7 FlashXChrome Enterprise, Microsoft Edge for BusinessChrome EnterpriseChangedagainst: Firefox for Enterprise, Samsung InternetChrome Enterprise, Microsoft Edge for BusinessGoogle Chrome with Chrome Enterprise Coreagainst: CyberArk, Island Enterprise Browserno first choiceagainst: Apple Passwords, Chrome Enterprise, Microsoft Edge Password Manager, Mozilla Firefox
Three alternatives
Firefox for Enterprise, Island Enterprise Browser, SiloOne alternative
Microsoft Edge for BusinessThree alternatives
Brave, Firefox for Enterprise, Palo Alto Networks Prisma Access BrowserTwo alternatives
Chrome Enterprise, Firefox for EnterpriseMiniMax M2.5Chrome Enterprise, NordLayer BrowserMicrosoft Edge for BusinessChangedChrome Enterpriseno first choiceno first choicenothing named
Two alternatives
Chrome Enterprise, Palo Alto Networks Prisma Access BrowserTwo alternatives
Apple Safari for Enterprise, Microsoft Edge for BusinessGPT-6 LunaIsland Enterprise Browser, Microsoft Edge for BusinessIsland Enterprise BrowserChangedChrome Enterprise, Microsoft Edge for BusinessMicrosoft Edge for BusinessMicrosoft Edge for Businessagainst: Chromium, Internet Explorer, Island Enterprise Browser, Microsoft Edge for Business, Prisma Access Browser
Two alternatives
Chrome Enterprise, Prisma Access BrowserOne alternative
Edge for BusinessFive alternatives
Check Point Harmony Browse, Citrix Enterprise Browser, Island Enterprise Browser, LayerX, Palo Alto Networks Prisma Access BrowserOne alternative
Chrome Enterprise CoreFour alternatives
Chrome Enterprise, Island Enterprise Browser, Netskope One Enterprise Browser, Palo Alto Networks Prisma Access BrowserMuse Glimmer 30BMicrosoft Edge for BusinessMicrosoft Edge for BusinessHeldChrome EnterpriseChrome Enterprise Core, Microsoft Edge for Businessno first choiceagainst: Arc, Chrome Enterprise, Internet Explorer, Microsoft Edge Legacy, Microsoft Edge for Business
Four alternatives
Chrome Enterprise, Island Enterprise Browser, NordLayer Browser, Surf SecurityTwo alternatives
Chrome Enterprise, Island Enterprise BrowserFour alternatives
Brave, Firefox for Enterprise, Microsoft Edge for Business, Mozilla FirefoxOne alternative
Firefox for EnterpriseBold 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 15:56 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:29 | yes | 5 | 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 19:02 | yes | 10 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:11 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:26 | yes | 12 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:33 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:47 | yes | 22 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:29 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:29 | yes | 5 | 36 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:57 | yes | 15 | 37 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:32 | yes | 23 | 74 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:14 | yes | 5 | 30 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:09 | yes | 4 | 22 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:16 | yes | 15 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:25 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:50 | yes | 3 | 5 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 17:51 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 16:56 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:02 | yes | 10 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:20 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:04 | yes | 23 | 45 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:01 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:55 | yes | 5 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:59 | yes | 20 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:23 | yes | 25 | 31 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:25 | yes | 15 | 48 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:52 | yes | 2 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:38 | yes | 14 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:02 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:38 | yes | 6 | 8 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 09:22 | yes | 11 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 13:39 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:39 | yes | 9 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:24 | yes | 10 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:49 | yes | 23 | 46 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:00 | yes | 5 | 8 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:05 | no | 0 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:46 | yes | 15 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:42 | yes | 20 | 226 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:56 | yes | 10 | 14 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:10 | yes | 7 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:41 | yes | 15 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:31 | yes | 19 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:49 | yes | 3 | 5 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 18:59 | yes | 9 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 15:37 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:43 | yes | 20 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:18 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:29 | yes | 22 | 31 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:02 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:18 | no | 0 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:37 | yes | 15 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:35 | yes | 25 | 23 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:03 | yes | 5 | 79 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:52 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:07 | yes | 10 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:30 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:10 | no | 0 | 7 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 17:24 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:27 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:58 | yes | 12 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:35 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:35 | yes | 17 | 46 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:56 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:15 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:05 | yes | 13 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:50 | yes | 18 | 17 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:01 | yes | 5 | 30 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:43 | yes | 4 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:33 | yes | 14 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:46 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:22 | yes | 3 | 6 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 12:15 | yes | 16 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 13:17 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:18 | yes | 15 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:33 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:08 | yes | 25 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:55 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:17 | no | 0 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:29 | yes | 24 | 36 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:33 | yes | 22 | 59 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:55 | yes | 11 | 27 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:50 | yes | 3 | 14 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:49 | yes | 20 | 29 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 read as Firefox for Enterprise
Google Chrome read as Chrome Enterprise
Google Chrome (Enterprise) read as Chrome Enterprise
Island read as Island Enterprise Browser
Microsoft Edge read as Microsoft Edge for Business
Microsoft Edge (Enterprise) read as Microsoft Edge for Business
Microsoft Edge (Free) read as Microsoft Edge for Business
Netskope read as Netskope One Enterprise Browser
Netskope Enterprise Browser read as Netskope One Enterprise Browser
Palo Alto (Talon / Prisma Access Browser) read as Palo Alto Networks Prisma Access Browser
Palo Alto (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 Browser read as Palo Alto Networks Prisma Access Browser
Prisma Browser read as Prisma Access Browser
Prisma Browser (Palo Alto) read as Prisma Access Browser
Unresolved, counted raw
360 Secure
AVG Secure Browser
Akamai Secure Enterprise Browsing
Apple Safari for Enterprise
Authentic8
Avast Secure Browser
Browser Company (Arc for Work/Enterprise)
Browser Use
Check Point SASE Enterprise Browser
Chrome Enterprise Browser / Chrome Enterprise Premium
CrowdStrike Falcon Browser Security
Ericom Security (now part of Broadcom)
Google Chrome Enterprise with Chrome Enterprise Premium
Google Chrome with Chrome Enterprise Core
Malwarebytes Secure Browser
Pale Moon
Puffin
QQ Browser
SURF Security Enterprise Browser
Samsung Internet
SeaMonkey
Sogou
Standard Chromium with Enterprise Extensions
Surfshark One for Business
TurboBrowser / SuperBird
Waterfox
Workspace
Yandex Browser
Discontinued, still offered
No shut-down product was recommended here.