Client-side protection for enterprise buyers
Asked as “client-side protection tool”, and as “tool to monitor third-party scripts on payment pages”, on behalf of an enterprise B2B company. 52 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
17%
Contested · Reflectiz 10%
17cside10Reflectiz08Feroot PaymentGuard65others
17% 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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
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
02
03
04
05
06
07
08
09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01cside17%
cside17%02Reflectiz10%
Reflectiz10%03Microsoft Defender for Endpoint8%
Microsoft Defender for Endpoint8%04Feroot PaymentGuard8%
Feroot PaymentGuard8%05Source Defense8%
Source Defense8%06Imperva Client-Side Protection6%
Imperva Client-Side Protection6%07Feroot Security6%
Feroot Security6%08Cloudflare Page Shield6%
Cloudflare Page Shield6%09Jscrambler Webpage Integrity4%
Jscrambler Webpage Integrity4%10HUMAN Security2%
HUMAN Security2%What they warned about
Zero of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, 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.
Reflectiz26%
7 of 27 labels negative · 7 of 14 models · 3 hard negative
“such as JavaScript sandboxing agents (e.g., from vendors like JScrambler, SourceDefense/Reflectiz, Human Security)” Grok 4.1 Fast, negative prompt
Jscrambler Webpage Integrity25%
7 of 28 labels negative · 6 of 14 models · 4 hard negative
“Tools/Approaches to **Avoid Entirely or as Standalone Solutions**: - **Purely Browser-Based JavaScript Agents/Sandboxing** (e.g., client-side EDR-like tools or script obfuscators)” Grok 4.1 Fast, negative prompt
Source Defense25%
6 of 24 labels negative · 6 of 14 models · 3 hard negative
“such as JavaScript sandboxing agents (e.g., from vendors like JScrambler, SourceDefense/Reflectiz, Human Security)” Grok 4.1 Fast, negative prompt
HUMAN Security36%
5 of 14 labels negative · 5 of 14 models · 3 hard negative
“enterprises are advised to avoid treating pure client-side JavaScript agents... vendors that position themselves solely as browser-side Magecart monitors such as Human Security” 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
75 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. 1145 links across 299 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 · 140 citations · 13 models
vendor site · FitGap40 answers · 52 citations · 11 models
vendor site · G231 answers · 47 citations · 9 models
29 answers · 29 citations · 11 models
vendor site · Akamai25 answers · 33 citations · 10 models
vendor site · SourceForge23 answers · 36 citations · 10 models
23 answers · 30 citations · 9 models
23 answers · 26 citations · 11 models
22 answers · 25 citations · 10 models
vendor site · Imperva21 answers · 28 citations · 12 models
vendor site · Reflectiz19 answers · 32 citations · 10 models
vendor site · Feroot18 answers · 49 citations · 11 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.
48 answers · 12 models
29 answers · 11 models
29 answers · 11 models
20 answers · 8 models
17 answers · 8 models
16 answers · 8 models
15 answers · 8 models
15 answers · 7 models
14 answers · 8 models
12 answers · 7 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 | 17% | 85 | 1,900 | 0 | 3,519 | 2 | 4 | |
| Feroot Security feroot.com Feroot PaymentGuard 8%, Feroot Security 6% | 13% | 46 | 70 | 1 | 4,806 | $62 | 7 | |
| Reflectiz reflectiz.com | 10% | 84 | 320 | 0 | 1,811 | 26 | ||
| Microsoft Defender parent site Microsoft Defender for Endpoint 8%, Microsoft Defender XDR 2% | 10% | 268 | 18,100 | 3,525 | ||||
| Source Defense sourcedefense.com | 8% | 69 | 170 | 16 | 713 | 2 | ||
| Imperva imperva.com Imperva Client-Side Protection 6% | 6% | 64 | 3,600 | 184 | 417,309 company | 1 | ||
| Cloudflare parent site Cloudflare Page Shield 6% | 6% | 41 | 550,000 | 10,897 | ||||
| Akamai parent site Akamai Client-Side Protection & Compliance 6%, Akamai Client-Side Protection 0%, Akamai Page Integrity Manager 0% | 6% | 15 | 27,100 | 1,614 | ||||
| CrowdStrike parent site CrowdStrike Falcon 4% | 4% | 234 | 74,000 | 5,130 | ||||
| Jscrambler Webpage Integrity jscrambler.com | 4% | 84 | 0 | 3,194 | 42 | 6 |
Google's top ten for the three searches hold 18 sites; 5 of them are among the sites the models cited here (akamai.com, cside.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 an enterprise B2B company?”Paraphrase“Which tool to monitor third-party scripts on payment pages would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade client-side protection tools and how do they differ?”Budget-constrained“What is the best client-side protection tool for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a client-side protection tool. What should we look at?”Negative“Which client-side protection tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceFeroot PaymentGuardChangedno first choicecsideno first choiceagainst: Reflectiz
Three alternatives
Aperia Compliance Script Monitor, Cloudflare Page Shield, Vault JSGPT-5.4 miniOWASP Penetration Testing KitFeroot PaymentGuard, Source DefenseChangedAkamai Client-Side Protection & Compliance, Imperva Client-Side ProtectionMicrosoft Defender for Endpointno first choicenothing named
Three alternatives
Coraza, ModSecurity, OWASP CRSOne alternative
csideTwo alternatives
Akamai App & API Protector, Imperva Application Security PlatformOne alternative
CrowdStrike FalconGemini 3.5 FlashHUMAN Security, Jscrambler Webpage Integrity, ReflectizReflectizChangedagainst: Akamai, CloudflareReflectizReflectizno first choicenothing named
Two alternatives
Cloudflare Page Shield, csideThree alternatives
Feroot Security, HUMAN Client-Side Defense, Jscrambler Webpage IntegritySix alternatives
Akamai Client-Side Protection & Compliance, Cloudflare Client-Side Security, Feroot Security, Imperva Client-Side Protection, Jscrambler Webpage Integrity, Source DefenseFive alternatives
Akamai Workforce Protector, Cloudflare Page Shield, Island, Jscrambler Webpage Integrity, TalonPerplexity SonarAkamai Client-Side Protection & CompliancecsideChangedImperva Client-Side Protectionno first choiceno first choiceagainst: DomDog, Feroot PaymentGuard, HUMAN Security, Jscrambler Webpage Integrity, Reflectiz, Source Defense, cside
Three alternatives
Feroot PaymentGuard, Imperva Client-Side Protection, csideTwo alternatives
Feroot PaymentGuard, ReflectizSeven alternatives
Akamai Client-Side Protection, F5 Distributed Cloud Client-Side Defense, Feroot PaymentGuard, Jscrambler Webpage Integrity, Reflectiz, Source Defense, csideTwo alternatives
Imperva Client-Side Protection, Radware Client-Side ProtectionGrok 4.1 FastImperva Client-Side ProtectionFeroot SecurityChangedImperva Client-Side ProtectionMicrosoft Defender for Endpointagainst: Bitdefender, Sophos Intercept Xno first choiceagainst: HUMAN Security, Jscrambler Webpage Integrity, Reflectiz, Source Defense
Two alternatives
Feroot Security, HUMAN SecurityFour alternatives
Akamai Page Integrity Manager, Reflectiz, Source Defense, csideFive alternatives
Feroot Security, HUMAN Security, Jscrambler Webpage Integrity, Reflectiz, csideTwo alternatives
CrowdStrike Falcon, SentinelOne SingularityMistral SmallImperva Client-Side ProtectionDatadog Real User Monitoring, Fixel, SentryChangedDomDog, Imperva Client-Side ProtectionCisco’s client-side protection toolno first choiceagainst: Content Security Policy, HUMAN Security, Jscrambler Webpage Integrity, Reflectiz, Source Defense
Three alternatives
Fathom Analytics, LogRocket, Plausible AnalyticsThree alternatives
Akamai Page Integrity Manager, CHEQ AI Technologies, Jscrambler Webpage IntegrityDeepSeek V4 FlashAkamai Client-Side Protection & Compliance, Source DefenseAkamai Client-Side Protection & Compliance, Feroot SecurityChangedReflectizcsideagainst: Akamai, Imperva Client-Side Protection, Jscrambler Webpage Integrityno first choiceagainst: Akamai, Cloudflare Page Shield, Feroot PaymentGuard, Imperva Client-Side Protection, Jscrambler Webpage Integrity, PerimeterX/HUMAN, Reflectiz, Source Defense
Four alternatives
Cloudflare Page Shield, Feroot Security, HUMAN Security, Imperva Client-Side ProtectionThree alternatives
Jscrambler Webpage Integrity, Source Defense, csideSeven alternatives
Akamai, Cloudflare Page Shield, Feroot Security, Imperva Client-Side Protection, Jscrambler Webpage Integrity, Source Defense, c/sideOne alternative
Source DefenseLlama 4 MaverickImperva Client-Side ProtectionReflectiz, csideChangedno first choiceno first choiceno first choicenothing named
One alternative
Beagle SecurityQwen 3.7 FlashCrowdStrikeDynatraceChangedCrowdStrike FalconCrowdStrike Falcon, Microsoft Defender XDRagainst: Akamai, Imperva Client-Side Protection, Radwareno first choicenothing named
Three alternatives
Microsoft, Palo Alto Networks, SentinelOne Singularity EndpointThree alternatives
Datadog, New Relic, SentryFour alternatives
Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR, SentinelOne Singularity Endpoint, VMware Carbon BlackTwo alternatives
Cloudflare Page Shield, SentinelOne Singularity EndpointKimi K2Feroot PaymentGuard, csideFeroot SecurityChangedagainst: Cloudflare Page Shieldno first choiceCloudflare Page Shieldno first choiceagainst: HUMAN Security, Jscrambler Webpage Integrity, Reflectiz, Source Defense
Four alternatives
Akamai Page Integrity Manager, Cloudflare Page Shield, Imperva Client-Side Protection, Jscrambler Webpage IntegrityTwo alternatives
HUMAN Security, Source DefenseFour alternatives
Feroot Security, HUMAN Client-Side Defense, Source Defense, csideGLM 4.7 FlashXCloudflare Page ShieldcsideChangedFeroot Security, Imperva Client-Side Protectionagainst: Cloudflare, DetectifyCloudflare Page Shieldno first choiceagainst: Feroot PaymentGuard, Imperva Client-Side Protection
Four alternatives
Feroot Security, HUMAN Client-Side Supply Security, Imperva Client-Side Protection, Jscrambler Webpage IntegrityTwo alternatives
Fastly Client-Side Protection, Feroot PaymentGuardFour alternatives
HUMAN Security, Jscrambler Webpage Integrity, Reflectiz, Source DefenseTwo alternatives
Akamai Client-Side Protection, csideMiniMax M2.5CrowdStrike FalconFeroot PaymentGuard, csideChangedCrowdStrike FalconMicrosoft Defender for Endpointno first choicenothing named
Four alternatives
Microsoft Defender for Endpoint, SentinelOne Singularity Endpoint, Sophos Intercept X, TrellixTwo alternatives
Fastly Client-Side Protection, PCI OasisSix alternatives
Bitdefender GravityZone, Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Sophos Intercept X, Trend Vision OneTwo alternatives
CrowdStrike, SentinelOne Singularity EndpointGPT-6 LunaJscrambler Webpage IntegrityReflectiz’s PCI ModuleChangedJscrambler Webpage Integrity, Source Defense ProtectMicrosoft Defender for Endpointno first choicenothing named
Three alternatives
CrowdStrike Falcon, Microsoft Defender for Endpoint, ReflectizOne alternative
Feroot PaymentGuardFour alternatives
Akamai Client-Side Protection & Compliance, Cloudflare Client-Side Security, Reflectiz, c/sideTwo alternatives
CrowdStrike, SentinelOne Singularity EndpointMuse Glimmer 30BSource Defense, csideReflectiz, Source DefenseChangedCrowdStrike Falcon, Island Enterprise Browsercsideno first choiceagainst: HUMAN Security, Jscrambler Webpage Integrity, Reflectiz, Source Defense
Two alternatives
Akamai Client-Side Protection, Imperva Client-Side ProtectionOne alternative
Feroot PaymentGuardFour alternatives
Menlo Security Secure Enterprise Browser / Remote Browser Isolation, Microsoft Defender for Endpoint, Parallels Browser Isolation, SentinelOne Singularity EndpointBold 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 00:32 | no | 0 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:55 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:34 | yes | 16 | 36 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:55 | yes | 36 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:03 | yes | 24 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:50 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:11 | yes | 20 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:12 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:39 | no | 0 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:52 | yes | 21 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:53 | yes | 21 | 48 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:17 | yes | 5 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:54 | yes | 4 | 27 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:52 | yes | 21 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:56 | yes | 15 | 13 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:21 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:06 | yes | 18 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 01:15 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:39 | yes | 21 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:02 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:32 | yes | 23 | 57 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:05 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:41 | no | 0 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:32 | yes | 25 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:31 | yes | 23 | 51 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:12 | yes | 9 | 34 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:28 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:33 | yes | 20 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:30 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:29 | yes | 5 | 5 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:39 | yes | 27 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 01:01 | yes | 17 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:25 | yes | 22 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:03 | yes | 18 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:28 | yes | 22 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:12 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:32 | no | 0 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:23 | yes | 21 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:02 | yes | 23 | 40 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:33 | yes | 23 | 58 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:54 | yes | 7 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:33 | yes | 25 | 41 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:15 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:52 | yes | 2 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:35 | yes | 18 | 34 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:56 | yes | 17 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:04 | yes | 22 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:21 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:43 | yes | 18 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:40 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:45 | yes | 9 | 93 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:43 | yes | 24 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:02 | yes | 19 | 43 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:12 | yes | 20 | 51 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:08 | yes | 2 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:01 | yes | 12 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:55 | yes | 18 | 9 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:33 | yes | 3 | 12 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:26 | yes | 6 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:09 | yes | 18 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:35 | yes | 25 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:01 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:30 | yes | 16 | 148 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:28 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:42 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:04 | yes | 20 | 48 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:46 | yes | 21 | 31 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:04 | no | 0 | 13 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:48 | yes | 2 | 30 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:42 | yes | 25 | 36 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:33 | yes | 37 | 15 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:38 | no | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:17 | yes | 19 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:24 | yes | 17 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:19 | yes | 23 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:46 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:39 | yes | 21 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:17 | yes | 10 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:28 | yes | 5 | 44 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:51 | yes | 23 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:32 | yes | 23 | 78 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:10 | yes | 8 | 52 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:48 | yes | 5 | 14 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:56 | yes | 17 | 42 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
Fastly read as Fastly Client-Side Protection
Feroot read as Feroot PaymentGuard
Feroot (PaymentGuard) read as Feroot PaymentGuard
HUMAN read as HUMAN Security
HUMAN (formerly PerimeterX) read as HUMAN Security
Imperva read as Imperva Client-Side Protection
JScrambler read as Jscrambler Webpage Integrity
Jscrambler read as Jscrambler Webpage Integrity
SentinelOne read as SentinelOne Singularity Endpoint
SentinelOne (Client-Side Protection) read as SentinelOne Singularity Endpoint
SentinelOne (Singularity) read as SentinelOne Singularity Endpoint
Sophos read as Sophos Intercept X
Unresolved, counted raw
Akamai Prolexic Routed
Aperia Compliance Script Monitor
CHEQ AI Technologies
Cisco’s client-side protection tool (cside)
Cloudflare Zaraz
Datadog Real User Monitoring (RUM)
Fixel
GoTrust DLP
HUMAN Client-Side Supply Security
Jsmon Inc.
Menlo Security Secure Enterprise Browser / Remote Browser Isolation
OWASP CRS
OWASP Penetration Testing Kit
Parallels Browser Isolation
Radware CSP
Reflectiz’s PCI Module
Source Defense Protect
Vault JS (Enterprise Global)
Zero Trust Client
Discontinued, still offered
No shut-down product was recommended here.