Client-side protection for small business buyers
Asked as “client-side protection tool”, and as “tool to monitor third-party scripts on payment pages”, on behalf of a small B2B company. 56 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
14%
Contested · Microsoft Defender for Cloud 12%
14cside12Microsoft Defender for Cloud07c/side66others
14% 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product 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.
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
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01cside14%
cside14%02Microsoft Defender for Cloud12%
Microsoft Defender for Cloud12%03Reflectiz5%
Reflectiz5%04Feroot PaymentGuard4%
Feroot PaymentGuard4%05Imperva Client-Side Protection4%
Imperva Client-Side Protection4%06Cloudflare Page Shield2%
Cloudflare Page Shield2%07Jscrambler Webpage Integrity2%
Jscrambler Webpage Integrity2%08Source Defense2%
Source Defense2%09HUMAN Security0%
HUMAN Security0%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.
Reflectiz43%
10 of 23 labels negative · 8 of 14 models · 3 hard negative
“Purely Browser-Based JavaScript Agents (e.g., some implementations from Human Security, SourceDefense, JScrambler, Reflectiz, otto-js)” Grok 4.1 Fast, negative prompt
Jscrambler Webpage Integrity41%
11 of 27 labels negative · 7 of 14 models · 3 hard negative
“Purely Browser-Based JavaScript Agents (e.g., some implementations from Human Security, SourceDefense, JScrambler, Reflectiz, otto-js)” Grok 4.1 Fast, negative prompt
Source Defense42%
8 of 19 labels negative · 7 of 14 models · 2 hard negative
“Purely Browser-Based JavaScript Agents (e.g., some implementations from Human Security, SourceDefense, JScrambler, Reflectiz, otto-js)” Grok 4.1 Fast, negative prompt
HUMAN Security67%
8 of 12 labels negative · 6 of 14 models · 4 hard negative
“Purely Browser-Based JavaScript Agents (e.g., some implementations from Human Security, SourceDefense, JScrambler, Reflectiz, otto-js)” Grok 4.1 Fast, 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
71 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. 1035 links across 239 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 · cside57 answers · 143 citations · 13 models
vendor site · G240 answers · 68 citations · 11 models
vendor site · SourceForge39 answers · 68 citations · 12 models
vendor site · FitGap30 answers · 41 citations · 11 models
22 answers · 22 citations · 8 models
21 answers · 21 citations · 11 models
19 answers · 25 citations · 10 models
vendor site · Feroot18 answers · 35 citations · 11 models
vendor site · Reflectiz16 answers · 25 citations · 10 models
14 answers · 14 citations · 9 models
vendor site · Imperva13 answers · 15 citations · 8 models
12 answers · 13 citations · 5 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.
46 answers · 11 models
27 answers · 10 models
22 answers · 8 models
22 answers · 11 models
21 answers · 9 models
21 answers · 11 models
16 answers · 9 models
14 answers · 8 models
14 answers · 8 models
11 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 cside 14%, c/side 7% | 21% | 85 | 1,900 | 0 | 3,519 | 2 | 4 | |
| Microsoft Defender microsoft.com Microsoft Defender for Cloud 12% | 12% | 569 | 18,100 | 3,525 | 145,358,109 company | $12,455 | 103 | |
| Cloudflare parent site Cloudflare Application Security and Performance with Page Shield 4%, Cloudflare Page Shield 2%, Cloudflare Client-Side Security 2%, Cloudflare Gateway 2% | 9% | 136 | 550,000 | 10,897 | ||||
| Sentry sentry.io | 5% | 269 | 90,500 | 21,086 | 254,686 | 120 | ||
| Reflectiz reflectiz.com | 5% | 84 | 320 | 0 | 1,811 | 26 | ||
| Bitdefender parent site Bitdefender GravityZone Small Business Security 4%, Bitdefender GravityZone Business Security 2% | 5% | 22 | 90,500 | 3,261 | ||||
| Feroot PaymentGuard feroot.com Feroot PaymentGuard 4%, Feroot PaymentGuard AI 2% | 5% | 46 | 0 | 4,806 | $62 | 7 | ||
| SentinelOne parent site SentinelOne Singularity Endpoint 4% | 4% | 67 | 33,100 | 1,675 | ||||
| Microsoft Defender parent site Microsoft Defender for Endpoint 4% | 4% | 268 | 18,100 | 3,525 | ||||
| Imperva imperva.com Imperva Client-Side Protection 4% | 4% | 64 | 3,600 | 184 | 417,309 company | 1 |
Google's top ten for the three searches hold 18 sites; 4 of them are among the sites the models cited here (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 a small B2B company?”Paraphrase“Which tool to monitor third-party scripts on payment pages would you recommend to a small business that sells to other businesses?”Comparative“What are the top client-side protection tools for a small team and how do they differ?”Budget-constrained“What is the best client-side protection tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a client-side protection tool. What should we look at?”Negative“Which client-side protection tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Kaspersky, Microsoft Defender for EndpointFeroot PaymentGuard AIChangedcsideMicrosoft Defender for Endpointno first choiceagainst: F-Secure Total, McAfee Endpoint Security, SentinelOne Singularity Endpoint, Sophos Intercept X, Trend Micro Worry-Free Business Security
Three alternatives
Otto, Source Defense, csideFour alternatives
Cloudflare, Imperva Client-Side Protection, Jscrambler Webpage Integrity, ReflectizFour alternatives
AVG Free, Avast Business, Bitdefender, MalwarebytesGPT-5.4 miniBitdefender GravityZone Small Business SecuritySentryChangedMicrosoft Defender for Cloud, Microsoft Defender for Endpoint Plan 1Microsoft Defender for Cloudagainst: CrowdStrike Falcon Go, Sophos Intercept Xno first choicenothing named
Three alternatives
Cloudflare Browser Isolation, Defender for Cloud Apps, Microsoft Edge for BusinessOne alternative
Bitdefender GravityZone Business SecurityGemini 3.5 FlashHuntress Managed EDR, c/sideagainst: Feroot PaymentGuard, Jscrambler Webpage IntegritySecurityMetrics Shopping Cart MonitorChangedagainst: HUMAN Security, Jscrambler Webpage Integrity, ReflectizMicrosoft Defender for Cloud, csideagainst: Jscrambler Webpage Integrityc/sideagainst: Jscrambler Webpage Integrity, Source Defensecsideagainst: Akamai, Imperva Client-Side Protection, Radware
Three alternatives
Bitdefender GravityZone, Cloudflare Page Shield, Microsoft Defender for CloudFour alternatives
CentralCSP, Cloudflare Page Shield, HeaderHawk, c/sideFour alternatives
Bitdefender Ultimate Small Business Security, Cloudflare Page Shield, CrowdStrike Falcon Go, Fastly Client-Side ProtectionSix alternatives
Bitdefender Ultimate Small Business Security, Cloudflare Client-Side Security, Manual CSP & SRI, Microsoft Defender for Cloud, Microsoft Defender for Endpoint, Report URIThree alternatives
Cloudflare Page Shield, Fastly Client-Side Protection, Report URIPerplexity SonarCloudflare Application Security and Performance with Page ShieldcsideChangedcsideCloudflare Application Security and Performance with Page Shieldno first choicenothing named
Two alternatives
DomDog, csideTwo alternatives
Feroot PaymentGuard, ReflectizSeven alternatives
Cloudflare Page Shield, DomDog, Feroot PaymentGuard, Imperva Client-Side Protection, Jscrambler Webpage Integrity, Reflectiz, Source DefenseThree alternatives
Detectify, Google reCAPTCHA, OWASP ZAPGrok 4.1 FastCloudflare GatewayScriptPatrolChangedFeroot Security, csideagainst: Imperva Client-Side ProtectionMicrosoft Defender Antivirusno first choiceagainst: Akamai Bot Manager, Fastly Client-Side Protection, HUMAN Security, Jscrambler Webpage Integrity, McAfee Total Protection, Norton, Reflectiz, Source Defense, Webroot, otto-js
Five alternatives
Imperva Client-Side Protection, Jscrambler Webpage Integrity, Malwarebytes Browser Guard, Push Security, Seraphic SecurityThree alternatives
Cloudflare Page Shield, Feroot PaymentGuard, csideThree alternatives
Cloudflare Page Shield, Jscrambler Webpage Integrity, ReflectizSix alternatives
AVG AntiVirus Free, Avast Business Antivirus, Bitdefender Antivirus Free, Gatekeeper, Huntress, Sophos HomeMistral SmallImperva Client-Side ProtectionLogRocket, SentryChangedFeroot Security, Source DefenseMicrosoft Defender for Cloudno first choiceagainst: Source Defense
Two alternatives
Akamai Client-Side Protection, JsmonFour alternatives
Akamai, Fathom Analytics, Pirsch, SqreenTwo alternatives
Cloudflare Client-Side Security, csideFour alternatives
Avast Free Antivirus, Cisco Secure Client, Jscrambler Webpage Integrity, Windows SecurityDeepSeek V4 Flashcsideagainst: Akamai Page Integrity Manager, F5, HUMAN Security, Imperva Client-Side Protectionc/sideChangedagainst: Cloudflare Client-Side Security, Feroot PaymentGuard, Reflectiz, Source DefenseCloudflare Page Shield, csideagainst: Imperva Client-Side ProtectionCloudflare Client-Side Securityagainst: DataDome, Imperva Client-Side Protection, Jscrambler Webpage IntegrityFeroot PaymentGuard, csideagainst: Akamai, Imperva Client-Side Protectionagainst: Avast Business, CrowdStrike Falcon, HUMAN Security, Jscrambler Webpage Integrity, Microsoft Defender for Endpoint, Reflectiz, SentinelOne Singularity, Sophos Endpoint, Source Defense
Two alternatives
Cloudflare Page Shield, Jscrambler Webpage IntegrityTwo alternatives
HUMAN Security, Jscrambler Webpage IntegrityTwo alternatives
Content Security Policy, csideOne alternative
Cloudflare Page ShieldLlama 4 MaverickImperva Client-Side ProtectionReflectiz, csideChangedno first choiceDetectifyno first choiceagainst: Jscrambler Webpage Integrity
One alternative
csideQwen 3.7 FlashCloudflare, SentinelOne Singularity EndpointSentryChangedSentinelOne Singularity Edgeagainst: Basic McAfee/AntiVirMicrosoft Defender for Cloudagainst: Avast Business, McAfee, Microsoft Defender for Endpoint, NortonSentinelOne Singularity Endpointagainst: CrowdStrike Falconagainst: Akamai Bot Manager, Cloudflare, Imperva Client-Side Protection, Reflectiz
Two alternatives
ESET Cyber Security, Microsoft Defender for CloudThree alternatives
Google Tag Manager, Vital, WebPageTestSix alternatives
Bitdefender GravityZone Business Security, ESET PROTECT, Microsoft Defender for Cloud, PerimeterX, Sophos Intercept X for Endpoints, Source DefenseTwo alternatives
Bitdefender GravityZone Business Security, Webroot SecureAnywhereThree alternatives
Bitdefender GravityZone, Microsoft Defender for Cloud, Sophos Intercept XKimi K2Reflectizc/sideChangedagainst: Feroot PaymentGuard, ReflectizReflectiz, c/sideagainst: HUMAN SecurityMicrosoft Defender for Cloudagainst: Avast Business, Feroot Inspector, Windows SecuritySource Defense, csideagainst: Akamai, Feroot PaymentGuard, Imperva Client-Side Protectionagainst: Avast Business, HUMAN Security, Jscrambler Webpage Integrity, McAfee, Norton, Reflectiz, Source Defense
Three alternatives
Feroot Security, Jscrambler Webpage Integrity, c/sideOne alternative
Cloudflare Page ShieldTwo alternatives
Feroot Security, Jscrambler Webpage IntegrityThree alternatives
Cisco Duo, Cloudflare Page Shield, ManageEngine Endpoint CentralTwo alternatives
Cloudflare Page Shield, ReflectizGLM 4.7 FlashXJscrambler Webpage Integrity, Sophos EndpointcsideChangedBitdefender GravityZone, Bitwarden, Malwarebytes ThreatDown, Proton PassCloudflare Page Shieldno first choiceagainst: CrowdStrike, HUMAN Security, Jscrambler Webpage Integrity, Reflectiz, Source Defense
Four alternatives
Bitdefender Small Business Security, Cloudflare Application Security, CrowdStrike Falcon, Imperva Client-Side ProtectionOne alternative
CentralCSPEight alternatives
1Password, Aegis Authenticator, Bitdefender TrafficLight, ESET PROTECT, Ente Auth, NordPass, YubiKey, uBlock OriginTwo alternatives
Avast Endpoint Protection, Sophos EndpointMiniMax M2.5Bitdefender GravityZone Small Business Security, Sophos Intercept XcsideChangedSentinelOne SingularityBitdefender GravityZone Business Security, ESET PROTECTno first choiceagainst: Cloudflare, Content Security Policy, Reflectiz
Three alternatives
Check Point Harmony Endpoint, Malwarebytes ThreatDown, Trend Micro Worry-Free ServicesOne alternative
SquirrelThree alternatives
Bitdefender GravityZone, Microsoft Defender for Cloud, ThreatDownOne alternative
Avast Free AntivirusGPT-6 LunaMicrosoft Defender for Cloudcside PCI ShieldChangedMicrosoft Defender for Cloudagainst: SentinelOne SingularityMicrosoft Defender for Cloudno first choicenothing named
Two alternatives
Bitdefender GravityZone Business Security, CrowdStrike Falcon GoFour alternatives
Bitdefender GravityZone Business Security, CrowdStrike Falcon Go, Sophos Endpoint, Sophos MDRTwo alternatives
Bitdefender GravityZone Small Business Security, Microsoft Defender AntivirusMuse Glimmer 30BFeroot PaymentGuardReflectizChangedBitdefender GravityZone Small Business Security, Microsoft Defender for CloudMicrosoft Defender for Cloudno first choiceagainst: HUMAN Security, Jscrambler Webpage Integrity, Reflectiz, Source Defense
Four alternatives
Bitdefender GravityZone Small Business Security, Imperva Client-Side Protection, Jscrambler Webpage Integrity, otto-jsThree alternatives
PCI Oasis, Source Defense, csideEleven alternatives
BUFFERZONE Safe Workspace, CrowdStrike Falcon Go, ESET Endpoint Security, ESET PROTECT, Feroot PaymentGuard, Huntress, LayerX, Reflectiz, Sophos Endpoint, Sophos Intercept X, csideTwo alternatives
Bitdefender GravityZone, Cloudflare Application Security and Performance with Page ShieldBold 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 01:05 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:34 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:48 | yes | 17 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:36 | yes | 39 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:43 | yes | 23 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:57 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:11 | yes | 22 | 54 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:46 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:48 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:16 | yes | 15 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:24 | yes | 23 | 123 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:52 | yes | 6 | 14 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:49 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:39 | yes | 18 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:03 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:44 | yes | 2 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:13 | yes | 27 | 30 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 01:53 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:37 | yes | 22 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:00 | no | 0 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:00 | yes | 22 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:48 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:01 | no | 0 | 24 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:20 | yes | 15 | 39 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:33 | yes | 24 | 38 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:24 | yes | 9 | 23 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:54 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:14 | yes | 13 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:25 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:53 | yes | 5 | 5 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:09 | yes | 18 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 01:01 | yes | 13 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:14 | yes | 15 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:06 | yes | 7 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:33 | yes | 22 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:11 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:58 | yes | 10 | 39 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:42 | yes | 23 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:32 | yes | 23 | 29 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:03 | yes | 15 | 42 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:42 | yes | 6 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:30 | yes | 14 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:38 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:30 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:11 | yes | 18 | 30 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 23:46 | yes | 21 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:44 | yes | 25 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:05 | yes | 15 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:50 | yes | 22 | 42 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:57 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:23 | no | 0 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:45 | yes | 20 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:16 | yes | 22 | 102 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:55 | yes | 9 | 29 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:00 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:32 | yes | 15 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:54 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:12 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:45 | yes | 8 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:18 | yes | 18 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:35 | yes | 13 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:32 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:35 | yes | 15 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:48 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:50 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:27 | yes | 22 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:45 | no | 0 | 15 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:39 | yes | 5 | 11 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:14 | yes | 3 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:25 | no | 0 | 2 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:48 | yes | 27 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:06 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:33 | yes | 25 | 31 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:36 | yes | 35 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:39 | yes | 22 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:20 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:20 | yes | 21 | 64 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:06 | yes | 10 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:01 | yes | 11 | 50 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:47 | yes | 24 | 53 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:56 | yes | 23 | 44 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:18 | yes | 16 | 79 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:53 | yes | 5 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:36 | yes | 9 | 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.
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Category-scoped readings
CrowdStrike Falcon Endpoint Protection Platform read as CrowdStrike Falcon
Fastly read as Fastly Client-Side Protection
Feroot read as Feroot PaymentGuard
HUMAN read as HUMAN Security
HUMAN (PerimeterX) read as HUMAN Security
Imperva read as Imperva Client-Side Protection
JScrambler read as Jscrambler Webpage Integrity
Jscrambler read as Jscrambler Webpage Integrity
Microsoft Defender (Built-in) read as Microsoft Defender for Endpoint
SentinelOne read as SentinelOne Singularity Endpoint
Sophos read as Sophos Intercept X
Windows Defender read as Microsoft Defender for Endpoint
Windows Defender (built-in) read as Microsoft Defender for Endpoint
Unresolved, counted raw
2FAS
AVG AntiVirus Free
AVG Free
Aegis Authenticator
Avast Endpoint Protection
BUFFERZONE Safe Workspace
Basic McAfee/AntiVir
Bitdefender Antivirus Free
Bitdefender Free Edition
Bitdefender TrafficLight
Cisco Secure Client
ESET Cyber Security
Ente Auth
F-Secure Total
Feroot Inspector
Fortinet Browser Security
Google Tag Manager (GTM)
HeaderHawk
Jsmon
M365 Defender
Manual CSP & SRI (Subresource Integrity)
McAfee Total Protection
Microsoft Defender for Endpoint Plan 1
Otto
Pirsch
ProtonMail
ScriptPatrol
SecurityMetrics Shopping Cart Monitor
SentinelOne Singularity Edge
Sophos Home
Sqreen
Vital
Webroot SecureAnywhere
XProtect
cside PCI Shield
Discontinued, still offered
No shut-down product was recommended here.