Client-side protection
Asked as “client-side protection tool”, and as “tool to monitor third-party scripts on payment pages”, on behalf of a mid-market B2B company. 45 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
13%
Contested · Reflectiz 11%
13cside11Reflectiz07Akamai Client-Side Protection & Compliance69others
13% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
03
Jscrambler Webpage Integrity7%37%30criticized challengernewNew since September 2026: not ranked then, 7% now.
Jscrambler Webpage Integrity7%37%30criticized challengernewNew since September 2026: not ranked then, 7% now.05
Feroot PaymentGuard4%20%20accepted challengernewNew since September 2026: not ranked then, 4% now.
Feroot PaymentGuard4%20%20accepted challengernewNew since September 2026: not ranked then, 4% now.06
Imperva Client-Side Protection2%10%20accepted challengernewNew since September 2026: not ranked then, 2% now.
Imperva Client-Side Protection2%10%20accepted challengernewNew since September 2026: not ranked then, 2% now.Show the two products at 0%, ordered by negative rate
07
Cloudflare Page Shield0%17%12accepted challengernewNew since September 2026: not ranked then, 0% now.
Cloudflare Page Shield0%17%12accepted challengernewNew since September 2026: not ranked then, 0% now.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
All fifteen head-to-head pages: the top six products, each against each
cside vs Feroot PaymentGuardcside vs Imperva Client-Side ProtectionReflectiz vs Jscrambler Webpage IntegrityReflectiz vs Source DefenseReflectiz vs Feroot PaymentGuardReflectiz vs Imperva Client-Side ProtectionJscrambler Webpage Integrity vs Source DefenseJscrambler Webpage Integrity vs Feroot PaymentGuardJscrambler Webpage Integrity vs Imperva Client-Side ProtectionSource Defense vs Feroot PaymentGuardSource Defense vs Imperva Client-Side ProtectionFeroot PaymentGuard vs Imperva Client-Side Protection
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
0203
04050607
08Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01cside13%
cside13%02Reflectiz11%
Reflectiz11%03Jscrambler Webpage Integrity7%
Jscrambler Webpage Integrity7%04Source Defense4%
Source Defense4%05Feroot PaymentGuard4%
Feroot PaymentGuard4%06Imperva Client-Side Protection2%
Imperva Client-Side Protection2%07Cloudflare Page Shield0%
Cloudflare Page Shield0%08HUMAN Security0%
HUMAN Security0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, 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.
Jscrambler Webpage Integrity37%
11 of 30 labels negative · 6 of 14 models · 2 hard negative
“Tools that scramble your JavaScript code (like JSObfuscator or Jscrambler)” Gemini 3.5 Flash, negative prompt
Source Defense27%
7 of 26 labels negative · 6 of 14 models
“solutions from vendors like **JScrambler**, **Reflectiz**, **Source Defense**, and **Human Security** ... often fail to block the majority of sophisticated e-skimming attacks” Qwen 3.7 Flash, negative prompt
Reflectiz19%
6 of 32 labels negative · 5 of 14 models · 1 hard negative
“Tools to Avoid on a Tight Budget - Reflectiz, Feroot, DomDog, Jscrambler” DeepSeek V4 Flash, budget prompt
HUMAN Security42%
5 of 12 labels negative · 5 of 14 models
“Popular vendors include Human Security, SourceDefense, JScrambler, and Reflectiz. ... JS agents detect behavior after a script has already executed.” Muse Glimmer 30B, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
72 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. 1001 links across 240 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · cside58 answers · 156 citations · 12 models
vendor site · SourceForge43 answers · 80 citations · 11 models
vendor site · G238 answers · 61 citations · 11 models
25 answers · 25 citations · 9 models
23 answers · 29 citations · 11 models
vendor site · Reflectiz22 answers · 43 citations · 12 models
vendor site · FitGap19 answers · 26 citations · 9 models
15 answers · 15 citations · 11 models
vendor site · Feroot12 answers · 29 citations · 9 models
10 answers · 17 citations · 10 models
vendor site · Akamai10 answers · 15 citations · 8 models
vendor site · Imperva10 answers · 15 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.
47 answers · 12 models
26 answers · 11 models
25 answers · 9 models
18 answers · 8 models
16 answers · 7 models
16 answers · 10 models
15 answers · 9 models
14 answers · 10 models
13 answers · 7 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 client-side protection tool”, “client-side protection tool”, “client-side protection tools”. 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 |
|---|---|---|---|---|---|---|---|---|
| cside cside.com cside 13%, c/side 7% | 20% | 85 | 1,900 | 0 | 3,519 | 2 | 4 | |
| Reflectiz reflectiz.com | 11% | 84 | 320 | 0 | 1,811 | 26 | ||
| Cloudflare parent site Cloudflare Client-Side Security 7% | 7% | 16 | 550,000 | 10,897 | ||||
| Akamai parent site Akamai Client-Side Protection & Compliance 7% | 7% | 15 | 27,100 | 1,614 | ||||
| Microsoft Defender microsoft.com Microsoft Defender for Cloud 7% | 7% | 569 | 18,100 | 3,525 | 145,358,109 company | $12,455 | 103 | |
| Jscrambler Webpage Integrity jscrambler.com | 7% | 84 | 0 | 3,194 | 42 | 6 | ||
| Feroot PaymentGuard feroot.com Feroot PaymentGuard 4%, Feroot PaymentGuard AI 2% | 7% | 46 | 0 | 4,806 | $62 | 7 | ||
| Source Defense sourcedefense.com | 4% | 69 | 170 | 16 | 713 | 2 | ||
| Imperva imperva.com Imperva Client-Side Protection 2% | 2% | 64 | 3,600 | 184 | 417,309 company | 1 | ||
| Microsoft Defender parent site Microsoft Defender for Endpoint 2% | 2% | 268 | 18,100 | 3,525 |
Google's top ten for the three searches hold 18 sites; 6 of them are among the sites the models cited here (akamai.com, cside.com, cybersectools.com, g2.com, imperva.com, startupstash.com). The first result for “best client-side protection tool” is imperva.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 client-side protection tool for a mid-market B2B company?”Paraphrase“Which tool to monitor third-party scripts on payment pages would you recommend to a mid-sized B2B company?”Comparative“What are the top client-side protection tools and how do they differ?”Budget-constrained“What is the best client-side protection tool for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a client-side protection tool. What should we look at?”Negative“Which client-side protection tools should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceFeroot PaymentGuard AIChangedno first choiceno first choiceno first choicenothing named
Two alternatives
Source Defense, csideGPT-5.4 miniF5 Distributed Cloud Client-Side Defenseno first choiceChangedCloudflare Client-Side SecurityMicrosoft Defender for Endpointagainst: Sophos Intercept Xno first choicenothing named
Two alternatives
Feroot Security Inspector, Imperva Client-Side ProtectionTwo alternatives
Akamai Client-Side Protection & Compliance, Imperva Client-Side ProtectionThree alternatives
Bitdefender GravityZone Business Security, ESET PROTECT, Microsoft Defender AntivirusGemini 3.5 FlashCloudflare Client-Side SecurityCloudflare Client-Side SecurityHeldagainst: Jscrambler Webpage IntegrityHUMAN Security, Source Defensecsideagainst: Akamai, Jscrambler Webpage Integrity, Source DefenseReflectizagainst: Avast Business, Bitdefender, JSObfuscator, Jscrambler Webpage Integrity, Kaspersky
Three alternatives
Reflectiz, Report URI, c/sideThree alternatives
CentralCSP, Source Defense, csideSix alternatives
Akamai Client-Side Protection & Compliance, Cloudflare Page Shield, Feroot Security, Jscrambler Webpage Integrity, Reflectiz, csideTwo alternatives
Cloudflare Page Shield, Report URIFour alternatives
Akamai Client-Side Protection, Cloudflare Page Shield, Jscrambler Webpage Integrity, c/sidePerplexity SonarAkamai Client-Side Protection & ComplianceFeroot PaymentGuardChangedno first choicecsideno first choicenothing named
Two alternatives
Jscrambler Webpage Integrity, csideTwo alternatives
Reflectiz, csideGrok 4.1 FastImperva Client-Side ProtectioncsideChangedagainst: Cloudflare Page ShieldFeroot Security, csideagainst: Native browser CSPMicrosoft Defender Antivirusagainst: Wazuhno first choiceagainst: Avast Business, HUMAN Security, Jscrambler Webpage Integrity, NoScript, Reflectiz, Source Defense
Three alternatives
Akamai Client-Side Protection, Jscrambler Webpage Integrity, Source DefenseTwo alternatives
Feroot PaymentGuard, ReflectizSix alternatives
Cloudflare Page Shield, HUMAN Security, Imperva Client-Side Protection, Jscrambler Webpage Integrity, Reflectiz, Source DefenseFour alternatives
Avast Business Antivirus, Bitdefender GravityZone Business Security, Microsoft Defender for Cloud, Sophos Intercept XMistral SmallAkamai Client-Side Protection & Compliance, Jscrambler Webpage IntegrityFeroot PaymentGuard, ReflectizChangedHUMAN Securityno first choiceno first choicenothing named
Six alternatives
Cloudflare Application Security and Performance, Detectify, Feroot Security, Jscrambler Webpage Integrity, Reflectiz, Source DefenseDeepSeek V4 FlashReflectiz, csideagainst: Feroot PaymentGuard, Jscrambler Webpage Integrity, Source DefenseReflectizChangedagainst: Cloudflare Client-Side Security, Jscrambler Webpage Integrityc/sideagainst: Feroot Securityc/sideagainst: DomDog, Feroot PaymentGuard, Jscrambler Webpage Integrity, Reflectizno first choiceagainst: HUMAN Security, Jscrambler Webpage Integrity, Reflectiz, Source Defense
One alternative
Cloudflare's Client-Side SecurityOne alternative
c/sideSix alternatives
Akamai Page Integrity Manager, Cloudflare Page Shield, Imperva Client-Side Protection, Jscrambler Webpage Integrity, Reflectiz, Source DefenseTwo alternatives
CSP + SRI, Cloudflare Client-Side SecurityLlama 4 MaverickAkamai Client-Side Protection & Compliance, Jscrambler Client-Side Protection and Compliance Platformno first choiceChangedno first choiceJscrambler Webpage Integrityno first choicenothing named
One alternative
csideQwen 3.7 FlashCrowdStrike FalconDatadogChangedagainst: LogRocketno first choiceCloudflare Client-Side Security, Microsoft Defender for Cloudagainst: Akamai, CrowdStrike, Imperva Client-Side Protection, SentinelOne Singularity Endpointno first choiceagainst: HUMAN Security, Jscrambler Webpage Integrity, Reflectiz, Source Defense
Six alternatives
Akamai Client-Side Protection, Imperva Client-Side Protection, Jscrambler Webpage Integrity, Microsoft Defender for Endpoint, SentinelOne Singularity Endpoint, Sophos Intercept XTwo alternatives
Pingdom, SentryTwo alternatives
Bitdefender GravityZone Business Security, ReflectizKimi K2Source Defense, c/sidec/sideChangedno first choiceContent Security Policyagainst: Akamai, Cloudflare Page Shield, Feroot PaymentGuard, Imperva Client-Side Protectionno first choiceagainst: Avast Business, Kaspersky
Two alternatives
Cloudflare Page Shield, Feroot SecurityTwo alternatives
Reflectiz, Source DefenseThree alternatives
Reflectiz, Wazuh, csideGLM 4.7 FlashXJscrambler Webpage IntegritySquirrelChangedno first choiceotto-jsagainst: Feroot PaymentGuardno first choicenothing named
Three alternatives
Akamai Client-Side Protection & Compliance, Cloudflare Page Shield, Imperva Client-Side ProtectionFour alternatives
DomDog, Feroot PaymentGuard, Sitewatch, cside Privacy WatchFive alternatives
Cloudflare Client-Side Security, DomDog, Jscrambler Webpage Integrity, Reflectiz, csideMiniMax M2.5Bitdefender GravityZonecsideChangedcsideMalwarebytes for Business, Microsoft Defender for Cloudno first choiceagainst: Cambium ePMP, HUMAN Security, Jscrambler Webpage Integrity, Reflectiz, Source Defense, TKS Banking Solutions
Three alternatives
CrowdStrike Falcon, Palo Alto Networks Cortex XDR, SentinelOne SingularityOne alternative
Feroot PaymentGuardFour alternatives
Feroot PaymentGuard, Jscrambler Webpage Integrity, Reflectiz, Source DefenseTwo alternatives
ESET PROTECT, Norton Small BusinessGPT-6 LunaSophos MDR Completeagainst: CrowdStrike FalconSource DefenseChangedCloudflare Client-Side SecurityMicrosoft Defender for Cloudno first choicenothing named
Two alternatives
Defender for Endpoint, Microsoft Defender for CloudTwo alternatives
Reflectiz, csideThree alternatives
Akamai Client-Side Protection & Compliance, F5 Distributed Cloud Client-Side Defense, HUMAN Client-Side DefenseMuse Glimmer 30BBitdefender GravityZone Business SecurityReflectizChangedMicrosoft Defender for Endpoint, csidecsideno first choiceagainst: HUMAN Security, Jscrambler Webpage Integrity, Reflectiz, Source Defense
Three alternatives
Bitdefender GravityZone EDR, Imperva Client-Side Protection, Source DefenseThree alternatives
Feroot PaymentGuard, Source Defense, cside Privacy WatchTen alternatives
Akamai Page Integrity Manager, Cloudflare Client-Side Security, CrowdStrike Falcon, DomDog, Feroot PaymentGuard, Imperva Client-Side Protection, Jscrambler Client-Side Security Platform, Reflectiz, SentinelOne Singularity, Source DefenseOne alternative
Avast Business AntivirusBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:37 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:41 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:42 | yes | 16 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:50 | yes | 17 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:16 | yes | 25 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:57 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:45 | yes | 21 | 68 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:13 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:30 | yes | 10 | 37 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:29 | yes | 11 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:00 | yes | 23 | 43 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:15 | yes | 8 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:12 | yes | 3 | 23 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:24 | yes | 15 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:25 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:16 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:37 | yes | 17 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:30 | yes | 18 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:32 | yes | 22 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:01 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:27 | yes | 22 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:50 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:14 | no | 0 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:38 | yes | 18 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:23 | yes | 21 | 154 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:01 | yes | 20 | 51 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:53 | yes | 4 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:20 | yes | 14 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:27 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:19 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:29 | yes | 26 | 35 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 01:16 | yes | 16 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:35 | yes | 21 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:52 | yes | 8 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:43 | yes | 19 | 29 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:27 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:03 | no | 0 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:40 | yes | 25 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:48 | yes | 24 | 29 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:56 | yes | 12 | 30 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:42 | yes | 4 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:52 | yes | 21 | 50 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:30 | no | 0 | 4 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:06 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:38 | yes | 14 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:05 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:12 | yes | 25 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:33 | yes | 10 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:56 | yes | 20 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:25 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:03 | yes | 18 | 53 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:14 | yes | 23 | 29 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:39 | yes | 15 | 34 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:01 | yes | 5 | 30 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:40 | yes | 3 | 8 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:43 | yes | 14 | 15 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:23 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:01 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:21 | yes | 14 | 31 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 01:40 | yes | 16 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:53 | yes | 16 | 45 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:41 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:57 | yes | 22 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:39 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:07 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:07 | yes | 15 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:42 | yes | 24 | 111 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:13 | yes | 5 | 13 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:15 | yes | 2 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:26 | yes | 13 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:16 | no | 0 | 2 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:17 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:37 | yes | 14 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 01:06 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:02 | yes | 21 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:13 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:04 | yes | 20 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:56 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:59 | yes | 10 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:16 | yes | 24 | 40 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:36 | yes | 20 | 69 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:18 | yes | 14 | 70 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:36 | no | 0 | 3 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:39 | yes | 13 | 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
Fastly read as Fastly Client-Side Protection
Feroot read as Feroot PaymentGuard
HUMAN read as HUMAN Security
HUMAN (ex-PerimeterX) read as HUMAN Security
Imperva read as Imperva Client-Side Protection
Imperva (formerly Incapsula) read as Imperva Client-Side Protection
JScrambler read as Jscrambler Webpage Integrity
Jscrambler read as Jscrambler Webpage Integrity
Jscrambler (Webpage Integrity) read as Jscrambler Webpage Integrity
Microsoft Defender read as Microsoft Defender for Endpoint
Microsoft Defender (Windows Security) read as Microsoft Defender for Endpoint
SentinelOne read as SentinelOne Singularity Endpoint
Windows Defender read as Microsoft Defender for Endpoint
Unresolved, counted raw
CSP + SRI
Cambium ePMP
Chrome's Enhanced Safe Browsing
Cisco Secure Cloud WAF
Citrix Secure Private Access
Cloudflare's Client-Side Security
ESET Browser Privacy & Security
Feroot Security Inspector
HTTPS Everywhere (EFF)
JS-Confuser
Jscrambler Client-Side Protection and Compliance Platform
Jscrambler Client-Side Security Platform
NSFocus
Native browser CSP
NoScript
PageVitals
Privacy Badger
ProtonVPN
Sitewatch
Sophos MDR Complete
TKS Banking Solutions (ePortfolio)
ThreatDown Elite
macOS Gatekeeper
Discontinued, still offered
No shut-down product was recommended here.