Enterprise browsers for small business buyers
Asked as “secure enterprise browser”, and as “enterprise browser for managed and unmanaged devices”, on behalf of a small 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
31%
Contested · Chrome Enterprise 28%
31Microsoft Edge for Business28Chrome Enterprise19Chrome Enterprise Core22others
31% of first choices, contested.
Since October 2026↗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.Microsoft Edge for Business leads at 31%, replacing Chrome Enterprise, which led at 33% and stands at 28% now: 3 points clear, inside the floor, so the swap reads as unsettled.
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.This pageMid-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.Standing →
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Microsoft Edge for Business31%2%51endorsed leader▲+12Since October 2026: 19% → 31%, +12 points. Past the 11-point floor: movement.19% → 31%
02Chrome Enterprise28%5%65accepted challenger▼−5Since October 2026: 33% → 28%, −5 points. Inside the 11-point floor: within noise.33% → 28%
03
Chrome Enterprise Core19%0%21accepted challenger▲+3Since October 2026: 16% → 19%, +3 points. Inside the 11-point floor: within noise.16% → 19%
Chrome Enterprise Core19%0%21accepted challenger▲+3Since October 2026: 16% → 19%, +3 points. Inside the 11-point floor: within noise.16% → 19%04NordLayer Browser5%5%22accepted challenger▼−5Since October 2026: 10% → 5%, −5 points. Inside the 11-point floor: within noise.10% → 5%
05Firefox for Enterprise5%43%21criticized challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise.0% → 5%
06
Island Enterprise Browser5%48%54criticized challenger▲+2Since October 2026: 3% → 5%, +2 points. Inside the 11-point floor: within noise.3% → 5%
Island Enterprise Browser5%48%54criticized challenger▲+2Since October 2026: 3% → 5%, +2 points. Inside the 11-point floor: within noise.3% → 5%07
Push Security2%10%20accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Push Security2%10%20accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the five products at 0%, ordered by negative rate
11Talon0%73%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
12
Brave0%63%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Brave0%63%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10Prisma Access Browser0%58%26criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
09Palo Alto Networks Prisma Access Browser0%23%13accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
08
LayerX0%6%16accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
LayerX0%6%16accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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
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 small business.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
03N04
F05
060708P09
P10
T11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Microsoft Edge for Business31%
02Chrome Enterprise28%
03Chrome Enterprise Core19%
Chrome Enterprise Core19%04NordLayer Browser5%
05Firefox for Enterprise5%
06Island Enterprise Browser5%
Island Enterprise Browser5%07Push Security2%
Push Security2%08LayerX0%
LayerX0%09Palo Alto Networks Prisma Access Browser0%
10Prisma Access Browser0%
11Talon0%
12Brave0%
Brave0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Island Enterprise Browser48%
26 of 54 labels negative · 12 of 14 models · 11 hard negative
“Island Enterprise Browser has six-figure contracts and is best-fit for large enterprises, making it likely overkill and unaffordable for small teams.” Claude Haiku 4.5, negative prompt
Prisma Access Browser
58%
15 of 26 labels negative · 10 of 14 models · 5 hard negative
“Prisma Access Browser may be overkill for smaller organizations without complex security requirements” Claude Haiku 4.5, negative prompt
Brave63%
12 of 19 labels negative · 8 of 14 models · 7 hard negative
“small businesses should generally avoid or be cautious about using consumer-focused browsers for enterprise purposes. Browsers like Brave, DuckDuckGo, Opera, and Tor” Muse Glimmer 30B, negative prompt
Firefox for Enterprise
43%
9 of 21 labels negative · 8 of 14 models · 1 hard negative
“Firefox ESR - 42% negative rate” 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. 814 links across 147 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.
41 answers · 43 citations · 11 models
vendor site · G240 answers · 53 citations · 11 models
33 answers · 33 citations · 12 models
vendor site · Chrome Enterprise30 answers · 71 citations · 11 models
27 answers · 27 citations · 11 models
vendor site · Palo Alto Networks26 answers · 45 citations · 10 models
25 answers · 34 citations · 10 models
vendor site · Microsoft18 answers · 34 citations · 8 models
vendor site · Akamai17 answers · 21 citations · 10 models
vendor site · Push Security16 answers · 19 citations · 7 models
vendor site · Guideflow16 answers · 16 citations · 10 models
publisher (Gane)14 answers · 19 citations · 9 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.
38 answers · 11 models
33 answers · 12 models
28 answers · 10 models
27 answers · 11 models
19 answers · 9 models
19 answers · 10 models
16 answers · 10 models
15 answers · 6 models
14 answers · 8 models
13 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 |
|---|---|---|---|---|---|---|---|---|
| Microsoft parent site Microsoft Edge for Business 31% | 31% | 140 | 2,240,000 | 403,136 | ||||
| Chrome Enterprise | 28% | |||||||
| Google Cloud chromeenterprise.google Chrome Enterprise Core 19% | 19% | 32 | 165,000 | 7,596 | 447,102 | $11 | 120 | 4 |
| NordLayer Browser nordlayer.com | 5% | 31 | 30 | 0 | 136,857 | $985 | 120 | 4 |
| Mozilla Firefox firefox.com Firefox for Enterprise 5%, Mozilla Firefox 0% | 5% | 47 | 60,500 | 1,378 | 1,183,043 | 62 | ||
| Island Enterprise Browser island.io | 5% | 154 | 1,300 | 17 | 38,302 | 77 | 2 | |
| Push Security pushsecurity.com | 2% | 60 | 1,000 | 83 | 5,368 | $51 | 4 | |
| Check Point checkpoint.com Check Point Harmony SASE 2%, Check Point Harmony Browse 0% | 2% | 139 | 14,800 | 4,487 | 370,648 company | $255 | 48 | |
| Edge for Business | 2% | 390 | 153 | |||||
| Prisma Browser for Business | 2% |
Google's top ten for the three searches hold 19 sites; 3 of them are among the sites the models cited here (chromeenterprise.google, 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 small B2B company?”Paraphrase“Which enterprise browser for managed and unmanaged devices would you recommend to a small business that sells to other businesses?”Comparative“What are the top enterprise browsers for a small team and how do they differ?”Budget-constrained“What is the best secure enterprise browser for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a secure enterprise browser. What should we look at?”Negative“Which enterprise browsers should a small business avoid or be cautious about?”
Claude Haiku 4.5Chrome Enterprise, Microsoft Edge for Businessno first choiceChangedNordLayer BrowserChrome Enterprise, Firefox for Enterpriseno first choiceagainst: Citrix Enterprise Browser, Firefox for Enterprise, Island Enterprise Browser, Prisma Access Browser
Two alternatives
NordLayer Browser, Palo Alto Networks Prisma Browser for BusinessFour alternatives
Chrome Enterprise, Firefox for Enterprise, Microsoft Edge for Business, Palo Alto Networks Prisma Access BrowserOne alternative
BraveGPT-5.4 miniMicrosoft Edge for BusinessMicrosoft Edge for BusinessHeldChrome Enterprise, Microsoft Edge for BusinessMicrosoft Edge for Businessno first choiceagainst: Island Enterprise Browser, Prisma Access Browser
One alternative
Chrome EnterpriseOne alternative
Chrome EnterpriseOne alternative
Island Enterprise BrowserOne alternative
Chrome EnterpriseGemini 3.5 FlashChrome Enterprise, Microsoft Edge for Businessagainst: Island Enterprise BrowserMicrosoft Edge for BusinessChangedChrome Enterprise, Microsoft Edge for BusinessMicrosoft Edge for Businessagainst: Island Enterprise Browser, Palo Alto Networks Prisma Access Browser, TalonChrome Enterprise, Microsoft Edge for Businessagainst: Consumer Opera, Internet Explorer, Island Enterprise Browser, Legacy Microsoft Edge, Palo Alto Networks Prisma Access Browser, Talon, Tor, Vivaldi, standard Brave
Two alternatives
LayerX, Push SecurityTwo alternatives
Chrome Enterprise, Island Enterprise BrowserFour alternatives
Island Enterprise Browser, LayerX, Palo Alto Networks Prisma Access Browser, Push SecurityThree alternatives
Brave Browser, Chrome Enterprise Core, Firefox for EnterpriseFive alternatives
Island Enterprise Browser, LayerX, Palo Alto Networks Prisma Access Browser, Prisma Access Browser, Push SecurityPerplexity SonarChrome Enterprise Coreagainst: Island Enterprise Browser, Prisma Access BrowserChrome EnterpriseChangedagainst: Push SecurityChrome Enterprise, Microsoft Edge for Businessagainst: Firefox for Enterprise, Island Enterprise Browser, Prisma Access BrowserChrome Enterprise Coreagainst: Island Enterprise Browserno first choiceagainst: Brave, Citrix Enterprise Browser, Firefox for Enterprise, Internet Explorer, Island Enterprise Browser, Palo Alto Networks Prisma Access Browser, Seraphic Security, Tor
Four alternatives
Chrome Enterprise, Edge for Business, LayerX, Push SecurityThree alternatives
Island Enterprise Browser, Microsoft Edge for Business, Prisma Access BrowserThree alternatives
LayerX, Push Security, SeraphicTwo alternatives
Chrome Enterprise, Push SecurityTwo alternatives
Chrome Enterprise, Microsoft Edge Password ManagerGrok 4.20Island Enterprise Browseragainst: Brave, Silo, TorMicrosoft Edge for BusinessChangedagainst: Check Point Harmony SASE, Island Enterprise Browser, Mozilla Firefox for Enterprise, Prisma Access Browser, Push SecurityChrome Enterprise, Microsoft Edge for Businessagainst: Brave, Cloudflare Browser Isolation, Prisma Access Browser, SiloChrome Enterpriseagainst: Island Enterprise Browser, Prisma Access Browser, SiloIsland Enterprise Browseragainst: Brave, Siloagainst: Aurorium, Brave, Citrix Secure Browser, Firefox for Enterprise, Island Enterprise Browser, LayerX, Mammoth, Prisma Access Browser, Surf, Talon
Four alternatives
Check Point Harmony SASE, Chrome Enterprise, NordLayer Browser, Palo Alto Networks Prisma Access BrowserOne alternative
Chrome EnterpriseFour alternatives
Island Enterprise Browser, LayerX, Perimeter 81 Secure Web Gateway + Browser Controls, Seraphic SecurityThree alternatives
Brave Browser, Microsoft Edge for Business, Mozilla Firefox for EnterpriseThree alternatives
Check Point Harmony SASE, CrowdStrike, Prisma Access BrowserMistral SmallChrome EnterpriseChrome EnterpriseHeldChrome Enterprise, Microsoft Edge for BusinessChrome Enterprise Coreno first choiceagainst: Firefox for Enterprise
Three alternatives
Island Enterprise Browser, NordLayer Browser, Push SecurityTwo alternatives
Island Enterprise Browser, Netskope OneFour alternatives
Brave, Firefox for Enterprise, NordLayer Browser, Push SecurityThree alternatives
Brave, Check Point Harmony SASE, NordLayer BrowserDeepSeek V4 FlashNordLayer BrowserChrome EnterpriseChangedagainst: Island Enterprise Browser, Prisma Access BrowserChrome Enterprise, Microsoft Edge for Businessagainst: Brave for Business, Island Enterprise BrowserChrome Enterprise Coreagainst: Island Enterprise BrowserChrome Enterprise, Island Enterprise Browseragainst: Island Enterprise Browser, Talon
Three alternatives
Chrome Enterprise, Microsoft Edge for Business, Push SecurityOne alternative
Microsoft Edge for BusinessTwo alternatives
LayerX Browser Security Platform, NordLayer BrowserOne alternative
Chrome EnterpriseTwo alternatives
LayerX, Push SecurityLlama 4 Maverickno first choiceFirefox for EnterpriseChangedNordLayer BrowserCheck Point Harmony SASEChrome Enterpriseagainst: Brave, Firefox for Enterprise, Island Enterprise Browser, Prisma Access Browser, Talon
Three alternatives
Chrome Enterprise Core, Microsoft Edge for Business, NordLayer BrowserFour alternatives
Chrome Enterprise, LayerX, Microsoft Edge for Business, Prisma Access BrowserTwo alternatives
Chrome Enterprise, NordLayer BrowserQwen 3.7 FlashMicrosoft Edge for Businessagainst: Chrome EnterpriseMicrosoft Edge for BusinessHeldChrome Enterpriseagainst: Prisma CloudChrome Enterprise Coreagainst: Island Enterprise Browser, Prisma CloudPush Securityagainst: Brave, Chrome Enterprise, DuckDuckGo, Island Enterprise Browser, Microsoft Edge for Business, Mozilla Firefox, Opera, Tor, Vivaldi
Four alternatives
Brave Browser, Cloudflare Gateway, Mozilla Firefox, ZscalerTwo alternatives
Chrome Enterprise, Mozilla FirefoxThree alternatives
Brave Browser, Island Enterprise Browser, Microsoft Edge for BusinessTwo alternatives
Microsoft Edge for Business, NordLayer BrowserSeven alternatives
Brave, Chrome Enterprise, Chrome Enterprise Core, Firefox for Enterprise, Island Enterprise Browser, Palo Alto Networks Prisma Access Browser, Venn.aiKimi K2NordLayer BrowserMicrosoft Edge for BusinessChangedagainst: Island Enterprise Browser, Prisma Access BrowserChrome Enterprise, NordLayer Browseragainst: Island Enterprise BrowserChrome Enterprise Coreagainst: Island Enterprise Browser, NordLayer Browser, Prisma Access BrowserChrome Enterprise, Edge for Businessagainst: Island Enterprise Browser, Talonagainst: Brave, DuckDuckGo, Internet Explorer, Microsoft Edge Password Manager, Opera, Tor
Two alternatives
Chrome Enterprise, Push SecurityOne alternative
Chrome Enterprise CoreOne alternative
Microsoft Edge for BusinessTwo alternatives
Microsoft Edge for Business, Mozilla Firefox for EnterpriseTwo alternatives
LayerX, Push SecurityGLM 4.7 FlashXChrome EnterpriseChrome Enterprise Core, Microsoft Edge for BusinessChangedChrome Enterprise, Microsoft Edge for BusinessFirefox for Enterpriseno first choiceagainst: Brave, Firefox for Enterprise, Island Enterprise Browser, Prisma Access Browser, Talon
Four alternatives
Check Point Enterprise Browser, Firefox for Enterprise, Island Enterprise Browser, Microsoft Edge for BusinessTwo alternatives
Prisma Browser for Intune, Zscaler Zero Trust BrowserTwo alternatives
Apple Passwords, Firefox for EnterpriseFour alternatives
Chrome Enterprise Core, Malwarebytes Browser Guard, Microsoft Edge for Business, Push SecurityMiniMax M2.5Chrome Enterprise, NordLayer BrowserMicrosoft Edge for BusinessChangedChrome Enterprise, Microsoft Edge for BusinessChrome Enterprise Coreno first choiceagainst: Mozilla Firefox Relay / Enterpriseagainst: Apple Passwords, Brave, Chrome Enterprise, DuckDuckGo Browser, Firefox for Enterprise, Microsoft Edge Password Manager, Opera, Tor Browser
Two alternatives
LayerX, Push SecurityThree alternatives
Check Point Enterprise Browser, CrowdStrike Falcon Seraphic, Palo Alto Networks Prisma Access BrowserOne alternative
Mozilla FirefoxTwo alternatives
Microsoft Edge for Business, Opera OneGPT-6 LunaChrome Enterprise Core, Microsoft Edge for Businessagainst: Island Enterprise BrowserMicrosoft Edge for BusinessChangedChrome Enterprise Core, Microsoft Edge for BusinessPrisma Browser for Businessno first choiceagainst: Prisma Access Browser
One alternative
Chrome EnterpriseThree alternatives
Chrome Enterprise, Island Enterprise Browser, Palo Alto Networks Prisma Access BrowserThree alternatives
Island Enterprise Browser, LayerX, Prisma Access BrowserOne alternative
Chrome Enterprise CoreFour alternatives
Chrome Enterprise, Island Enterprise Browser, Microsoft Edge for Business, Palo Alto Networks Prisma Access BrowserMuse Glimmer 30BChrome Enterprise, Chrome Enterprise Core, Microsoft Edge for BusinessMicrosoft Edge for BusinessChangedagainst: Google Password ManagerChrome Enterprise, Microsoft Edge for BusinessChrome Enterprise Coreagainst: BraveChrome Enterpriseagainst: Brave, DuckDuckGo, Firefox for Enterprise, Island Enterprise Browser, Opera, Prisma Access Browser, Talon, Tor
Two alternatives
Check Point Harmony SASE, NordLayer BrowserOne alternative
Chrome Enterprise CoreFive alternatives
Check Point Harmony Browse, Island Enterprise Browser, LayerX, NordLayer Browser, Prisma Access BrowserOne alternative
Firefox for EnterpriseTwo alternatives
Check Point Enterprise Browser, 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 19:23 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:55 | yes | 3 | 6 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 19:39 | yes | 9 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:04 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:46 | yes | 9 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:20 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:36 | yes | 19 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:37 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:56 | no | 0 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:11 | yes | 5 | 13 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:56 | yes | 15 | 23 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:30 | yes | 5 | 16 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:17 | yes | 3 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:18 | yes | 12 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:17 | no | 0 | 3 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:02 | 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 11:50 | no | 0 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:27 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:18 | yes | 10 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:21 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:40 | yes | 24 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:19 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:20 | no | 0 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:11 | yes | 20 | 30 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:56 | yes | 15 | 29 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:04 | yes | 9 | 66 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:37 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:56 | yes | 20 | 34 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:48 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:28 | yes | 4 | 7 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 18:07 | yes | 10 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:17 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:32 | yes | 5 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:32 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:56 | yes | 21 | 26 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:47 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:39 | yes | 5 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:19 | yes | 18 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:29 | yes | 23 | 38 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:12 | yes | 19 | 33 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:39 | yes | 5 | 13 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:06 | yes | 13 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:26 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:34 | yes | 4 | 6 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 14:46 | no | 0 | 15 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 08:47 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:05 | yes | 9 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:31 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:55 | yes | 21 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:51 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:53 | yes | 5 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:21 | yes | 22 | 47 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:38 | yes | 22 | 44 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:46 | yes | 15 | 37 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:09 | yes | 2 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:15 | yes | 14 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:32 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:15 | no | 0 | 5 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 09:38 | yes | 8 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:57 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:05 | yes | 9 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:49 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:46 | yes | 24 | 24 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:26 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:19 | yes | 5 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:39 | yes | 24 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:46 | yes | 14 | 22 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:05 | no | 0 | 37 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:24 | yes | 3 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:50 | yes | 15 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:03 | yes | 14 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:04 | yes | 3 | 5 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 19:13 | no | 0 | 16 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 13:26 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:44 | yes | 20 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:12 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:24 | yes | 24 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:39 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:23 | yes | 10 | 36 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:38 | yes | 23 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:55 | yes | 25 | 141 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:35 | yes | 13 | 73 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:02 | yes | 4 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:55 | yes | 22 | 25 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Chrome read as Chrome Enterprise
Firefox read as Firefox for Enterprise
Firefox ESR read as Firefox for Enterprise
Google Chrome read as Chrome Enterprise
Island read as Island Enterprise Browser
Island Browser read as Island Enterprise Browser
Microsoft Edge read as Microsoft Edge for Business
Microsoft Edge (Chromium version) read as Microsoft Edge for Business
Palo Alto Networks (Prisma) read as Palo Alto Networks Prisma Access Browser
Palo Alto Networks Prisma Browser read as Palo Alto Networks Prisma Access Browser
Palo Alto Networks Talon read as Palo Alto Networks Prisma Access Browser
Palo Alto Prisma Access Browser read as Palo Alto Networks Prisma Access Browser
Palo Alto Prisma Access Browser (formerly Talon) read as Palo Alto Networks Prisma Access Browser
Palo Alto Prisma Browser 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
Unresolved, counted raw
Afina Browser
Aurorium
Aurorium Browser
Firefox for Work
Legacy Microsoft Edge
Microsoft Edge for Enterprise
MoreLogin
Mozilla Firefox Relay / Enterprise
Opera One
Palo Alto Networks Prisma Browser for Business
Perimeter 81 Secure Web Gateway + Browser Controls
Prisma Browser for Intune
Siloum
SonicWall Browser Security (formerly Cortex) / Zyco
Talon's Browser Security
Ulaa Enterprise
Venn.ai
Discontinued, still offered
No shut-down product was recommended here.