Zero trust network access
Asked as “ZTNA solution”, and as “zero trust remote access tool to replace a VPN”, on behalf of a mid-market B2B company. 40 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
42%
Clear leader
42Cloudflare One28Twingate12Cato Networks18others
42% of first choices, clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
All twenty-one head-to-head pages: the top seven products, each against each
Cloudflare One vs NordLayerCloudflare One vs Zscaler Private AccessCloudflare One vs Check Point Harmony SASETwingate vs Cato NetworksTwingate vs OpenVPN CloudConnexaTwingate vs NordLayerTwingate vs Zscaler Private AccessTwingate vs Check Point Harmony SASECato Networks vs OpenVPN CloudConnexaCato Networks vs NordLayerCato Networks vs Zscaler Private AccessCato Networks vs Check Point Harmony SASEOpenVPN CloudConnexa vs NordLayerOpenVPN CloudConnexa vs Zscaler Private AccessOpenVPN CloudConnexa vs Check Point Harmony SASENordLayer vs Zscaler Private AccessNordLayer vs Check Point Harmony SASEZscaler Private Access vs Check Point Harmony SASE
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Cloudflare One42%
Cloudflare One42%02Twingate28%
Twingate28%03Cato Networks12%
Cato Networks12%04OpenVPN CloudConnexa10%
OpenVPN CloudConnexa10%05NordLayer2%
NordLayer2%06Zscaler Private Access2%
Zscaler Private Access2%07Check Point Harmony SASE2%
Check Point Harmony SASE2%08Tailscale0%
Tailscale0%09Palo Alto Networks Prisma Access0%
Palo Alto Networks Prisma Access0%10Fortinet Universal ZTNA0%
Fortinet Universal ZTNA0%11Netskope Private Access0%
Netskope Private Access0%What they warned about
Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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.
Zscaler Private Access36%
16 of 45 labels negative · 9 of 12 models · 3 hard negative
“CVE-2025-54982 - SAML authentication bypass; failed to validate SAML assertion signatures | Complete authentication bypass” Kimi K2, negative prompt
Netskope Private Access28%
7 of 25 labels negative · 7 of 12 models · 1 hard negative
“Cross-tenant vulnerabilities with leaked enrollment tokens | Attackers could compromise ANY organization” Kimi K2, negative prompt
Check Point Harmony SASE27%
8 of 30 labels negative · 6 of 12 models · 1 hard negative
“(Perimeter 81/Harmony SASE) | Hard-coded encryption keys in diagnostic logs | Customer data exposure” Kimi K2, negative prompt
Palo Alto Networks Prisma Access25%
6 of 24 labels negative · 4 of 12 models · 2 hard negative
“Enterprise-heavy like Zscaler/Palo Alto? Avoid—custom pricing often $15+/user, no free tiers.” Grok 4.20, budget prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
68 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 949 links across 236 sites, every framing counted. Ranked by the number of answers carrying the site or page.
37 answers · 39 citations · 11 models
vendor site · Portnox30 answers · 35 citations · 10 models
30 answers · 30 citations · 11 models
vendor site · CyberPress25 answers · 31 citations · 11 models
25 answers · 25 citations · 11 models
24 answers · 25 citations · 11 models
16 answers · 16 citations · 8 models
vendor site · Akamai14 answers · 14 citations · 6 models
13 answers · 20 citations · 6 models
vendor site · OpenVPN13 answers · 13 citations · 8 models
vendor site · Venn11 answers · 14 citations · 7 models
11 answers · 12 citations · 6 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.
36 answers · 11 models
30 answers · 11 models
24 answers · 11 models
23 answers · 11 models
18 answers · 8 models
16 answers · 10 models
14 answers · 6 models
14 answers · 8 models
11 answers · 6 models
10 answers · 9 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 ztna solution”, “ztna solution”, “ztna solutions”. 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 |
|---|---|---|---|---|---|---|---|---|
| Cloudflare parent site Cloudflare One 42% | 42% | 355 | 550,000 | 10,897 | ||||
| Twingate twingate.com | 28% | 170 | 9,900 | 126 | 119,706 | 5 | ||
| Cato catonetworks.com Cato Networks 12% | 12% | 133 | 5,400 | 120 | 20,161 company | 10 | ||
| OpenVPN openvpn.net OpenVPN CloudConnexa 10% | 10% | 22 | 90 | 3 | 71,447 company | 15 | ||
| NordLayer nordlayer.com | 2% | 52 | 2,900 | 28 | 136,857 | $985 | 120 | 5 |
| Zscaler zscaler.com Zscaler Private Access 2% | 2% | 166 | 60,500 | 3,104 | 103,886 company | $9,116 | 66 | 1 |
| Check Point checkpoint.com Check Point Harmony SASE 2% | 2% | 139 | 14,800 | 4,487 | 370,648 company | $255 | 48 | |
| Tailscale tailscale.com | 0% | 73 | 165,000 | 2,416 | 115,710 | 33 | ||
| Palo Alto Networks parent site Palo Alto Networks Prisma Access 0% | 0% | 111 | 40,500 | 1,088 | ||||
| Appgate SDP appgate.com | 0% | 11 | 390 | 15 | 1,937 | 12 |
Google's top ten for the three searches hold 21 sites; 4 of them are among the sites the models cited here (aimultiple.com, portnox.com, reddit.com, venn.com). The first result for “best ztna solution” is reddit.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 ZTNA solution for a mid-market B2B company?”Paraphrase“Which zero trust remote access tool to replace a VPN would you recommend to a mid-sized B2B company?”Comparative“What are the top ZTNA solutions and how do they differ?”Budget-constrained“What is the best ZTNA solution for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a ZTNA solution. What should we look at?”Negative“Which ZTNA solutions should I avoid or be cautious about?”
Claude Haiku 4.5Cloudflare One, TwingateZscaler Private AccessChangedCloudflare One, Zscaler Private AccessCloudflare Oneno first choiceagainst: Check Point Harmony SASE, Netskope Private Access, Zscaler Private Access
Three alternatives
Cato Networks, NordLayer, Zscaler Private AccessTwo alternatives
Cloudflare One, TwingateTwo alternatives
Palo Alto Networks Prisma Access, TailscaleFour alternatives
Appgate SDP, NordLayer, Tailscale, TwingateGPT-5.4 miniCloudflare OneCloudflare OneHeldZscaler Private AccessCloudflare Oneagainst: Zscaler Private Accessno first choicenothing named
Two alternatives
Microsoft Entra Private Access, Zscaler Private AccessOne alternative
Zscaler Private AccessThree alternatives
Cloudflare One, Fortinet Universal ZTNA, Palo Alto Networks Prisma AccessOne alternative
TwingateGemini 3.5 FlashTwingateagainst: Palo Alto Networks Prisma Access, Zscaler Private AccessTwingateHeldagainst: Palo Alto Networks Prisma Access, Zscaler Private AccessZscaler Private AccessCloudflare Oneno first choiceagainst: Check Point Harmony SASE, Netskope Private Access, Zscaler Private Access
Four alternatives
Cato Networks, Check Point Harmony SASE, Cloudflare One, Microsoft Entra Private AccessThree alternatives
Check Point Harmony SASE, Cloudflare One, TailscaleFour alternatives
Cloudflare One, Fortinet Universal ZTNA, Netskope Private Access, Palo Alto Networks Prisma AccessFour alternatives
NetBird, Pomerium, Tailscale, TwingateFive alternatives
Cloudflare One, Microsoft Entra Private Access, Tailscale, Twingate, Zscaler Private AccessPerplexity SonarCloudflare OneCloudflare OneHeldno first choiceCloudflare Oneno first choicenothing named
Four alternatives
Cato Networks, Cisco Duo, Twingate, Zscaler Private AccessFour alternatives
Cato Networks, NordLayer, Twingate, Zscaler Private AccessThree alternatives
Check Point Harmony SASE, Microsoft Entra ID + Intune, TwingateGrok 4.20Cato NetworksCloudflare OneChangedagainst: Zscaler Private AccessZscaler Private AccessCloudflare Oneagainst: NordLayer, Palo Alto Networks Prisma Access, Zscaler Private Accessno first choiceagainst: Check Point Harmony SASE, Cisco, Netskope Private Access, Zscaler Private Access
Four alternatives
Check Point Harmony SASE, Cloudflare One, Twingate, Zscaler Private AccessThree alternatives
Check Point Harmony SASE, Tailscale, TwingateFive alternatives
Cloudflare One, Fortinet Universal ZTNA, Netskope Private Access, Palo Alto Networks Prisma Access, TwingateTwo alternatives
Tailscale, TwingateTwo alternatives
Check Point Harmony SASE, TwingateMistral SmallCato NetworksNordLayer, OpenVPN CloudConnexaChangedZscaler Private AccessOpenVPN CloudConnexa, Twingateno first choicenothing named
Three alternatives
Netskope Private Access, NordLayer, TwingateTwo alternatives
Check Point Harmony SASE, OpenVPNEight alternatives
Akamai Enterprise Application Access, Appgate SDP, Check Point Harmony SASE, Cloudflare One, Fortinet FortiNAC, Netskope Private Access, Okta Access Gateway, Palo Alto Networks Prisma AccessOne alternative
TailscaleDeepSeek V4 FlashCato Networksagainst: Zscaler Private AccessTwingateChangedagainst: Check Point Harmony SASEZscaler Private AccessCloudflare Oneno first choiceagainst: Check Point Harmony SASE, Defined.net / Nebula-based solutions, Netskope Private Access, Tailscale, Zscaler Private Access
Two alternatives
Check Point Harmony SASE, TwingateTwo alternatives
Cloudflare One, TailscaleEight alternatives
Cisco Secure Access, Cloudflare One, Netskope Private Access, NordLayer, Palo Alto Networks Prisma Access, Tailscale, Teleport, TwingateThree alternatives
Microsoft Entra ID + Intune, Tailscale, TwingateLlama 4 MaverickOpenVPN CloudConnexaCheck Point Harmony SASEChangedno first choiceCloudflare Oneno first choicenothing named
Four alternatives
Cato Networks, Microsoft Entra ID, NordLayer, Zscaler Zero Trust ExchangeFour alternatives
Cloudflare One, NordLayer, OpenVPN CloudConnexa, TwingateOne alternative
Cisco DuoQwen 3.7 FlashTwingateTwingateHeldZscaler Private AccessCloudflare Oneagainst: Palo Alto Networks Prisma Access, Zscaler Private Accessno first choiceagainst: Ciscoagainst: Fortinet Universal ZTNA, Netskope Private Access, Palo Alto Networks Prisma Access, Tailscale, Zscaler Private Access
Two alternatives
Cato Networks, Cloudflare OneTwo alternatives
Cloudflare One, TailscaleSix alternatives
Appgate SDP, Cisco Secure Access, Cloudflare One, Fortinet FortiClient / FortiNAC, Palo Alto Networks Prisma Access, TwingateThree alternatives
Check Point Harmony SASE, Tailscale, TwingateOne alternative
Tunic/Secure LinkKimi K2Cato NetworksTwingateChangedCloudflare One, TwingateCloudflare Oneno first choiceagainst: Check Point Harmony SASE, Cisco, Fortinet Universal ZTNAagainst: Check Point Harmony SASE, Fortinet Universal ZTNA, Netskope Private Access, Zscaler Private Access
Four alternatives
Check Point Harmony SASE, Cloudflare One, OpenVPN CloudConnexa, TwingateOne alternative
Cloudflare OneFive alternatives
Appgate SDP, Cisco Duo, Cisco Secure Access, Palo Alto Networks Prisma Access, Zscaler Private AccessTwo alternatives
Tailscale, TwingateFour alternatives
Axis Security, Banyan Security, GoodAccess, TwingateGLM 4.7 FlashXCato NetworksCloudflare One, TwingateChangedZscaler Private AccessOpenVPN CloudConnexa, Twingateagainst: Zscaler Private Accessno first choiceagainst: Fortinet FortiClient EMS, Zscaler Private Access
Four alternatives
Check Point Harmony SASE, Cloudflare One, OpenVPN CloudConnexa, TwingateThree alternatives
Check Point Harmony SASE, OpenVPN CloudConnexa, Zscaler Private AccessSix alternatives
Cato Networks, Cloudflare One, NordLayer, Palo Alto Networks Prisma Access, Twingate, Zero NetworksNine alternatives
Cloudflare One, Microsoft Entra Conditional Access, Microsoft Intune, NetBird, NordLayer, Octelium, OpenZiti, Pomerium, TailscaleMiniMax M2.5no first choiceagainst: Akamai – Enterprise Threat Protection (ETP) + Edge DNS, Cisco – Duo + Cisco ISE, Palo Alto Networks Prisma AccessTwingateChangedZscaler Private AccessCloudflare Oneno first choiceagainst: Check Point Harmony SASE, Netskope Private Access, Zscaler Private Access
Two alternatives
Cato Networks, Check Point Harmony SASEFive alternatives
Appgate SDP, Cloudflare One, Microsoft Entra Private Access, Palo Alto Networks Prisma Access, TwingateTwo alternatives
NordLayer, TwingateBold 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.
Seventy-two 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 | 2026-09-17 08:36 | yes | 13 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:28 | yes | 4 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:04 | yes | 18 | 29 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 08:36 | yes | 20 | 8 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 08:42 | yes | 30 | 23 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:09 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:33 | yes | 8 | 12 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:35 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:10 | yes | 5 | 34 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:04 | yes | 7 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:55 | yes | 13 | 130 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:47 | no | 0 | 70 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:49 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:59 | yes | 2 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:56 | yes | 9 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 08:53 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 08:55 | yes | 34 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:16 | yes | 5 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:50 | yes | 18 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:40 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:59 | yes | 5 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:37 | yes | 20 | 33 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:23 | yes | 11 | 71 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:40 | yes | 5 | 37 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:21 | yes | 27 | 14 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:20 | yes | 6 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:21 | yes | 22 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 08:32 | yes | 19 | 9 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 08:28 | yes | 35 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:30 | yes | 18 | 18 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:11 | yes | 19 | 20 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:03 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:30 | yes | 5 | 22 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:03 | yes | 15 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:06 | yes | 10 | 82 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:42 | yes | 14 | 37 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:50 | yes | 15 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:52 | yes | 5 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:20 | yes | 19 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 08:47 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 08:27 | yes | 33 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:42 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:28 | yes | 8 | 12 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:23 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:31 | yes | 5 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:05 | yes | 14 | 47 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:28 | yes | 14 | 76 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:41 | yes | 5 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:24 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:11 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:24 | yes | 12 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 08:22 | yes | 20 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 08:37 | yes | 20 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:27 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:11 | yes | 10 | 20 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:04 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:13 | no | 0 | 46 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:41 | yes | 10 | 61 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:54 | yes | 30 | 85 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:23 | yes | 5 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:10 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:45 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:24 | yes | 18 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 09:08 | yes | 20 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 09:07 | yes | 35 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:17 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:37 | yes | 29 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:35 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:14 | yes | 27 | 149 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:29 | yes | 15 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:56 | yes | 15 | 43 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:02 | yes | 5 | 18 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Appgate read as Appgate SDP
Cato read as Cato Networks Universal ZTNA
Check Point read as Check Point Harmony SASE
Check Point (Harmony SASE/Perimeter 81) read as Check Point Harmony SASE
Check Point Harmony read as Check Point Harmony SASE
Cloudflare read as Cloudflare One
Cloudflare Access read as Cloudflare One
Cloudflare Access (Cloudflare One) read as Cloudflare One
Cloudflare Access / Cloudflare One read as Cloudflare One
Cloudflare One / Cloudflare Access read as Cloudflare One
Cloudflare Zero Trust / Cloudflare Access read as Cloudflare One
Fortinet read as Fortinet Universal ZTNA
Fortinet (FortiGate+FortiClient) read as Fortinet Universal ZTNA
Fortinet FortiClient read as Fortinet Universal ZTNA
Microsoft Entra read as Microsoft Entra ID
Microsoft Entra + Intune read as Microsoft Entra ID + Intune
Netskope read as Netskope Private Access
Netskope (Private Access) read as Netskope Private Access
Okta read as Okta Access Gateway
Palo Alto read as Palo Alto Networks Prisma Access
Palo Alto Networks read as Palo Alto Networks Prisma Access
Palo Alto Networks (Prisma Access) read as Palo Alto Networks Prisma Access
Palo Alto Networks (Prisma) read as Palo Alto Networks Prisma Access
Zscaler read as Zscaler Private Access
Zscaler (ZPA / Zero Trust Exchange) read as Zscaler Private Access
Zscaler (ZPA) read as Zscaler Private Access
Unresolved, counted raw
Akamai – Enterprise Threat Protection (ETP) + Edge DNS
Cisco – Duo + Cisco ISE (Zero Trust)
Cyolo
Defined.net / Nebula-based solutions
Fortinet FortiClient EMS
Ivanti ZTNA
Microsoft – Azure AD Conditional Access + Microsoft Defender for Cloud Apps
Octelium
Tunic/Secure Link
Discontinued, still offered
No shut-down product was recommended here.