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. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
19%
Contested · cside 17%
19Microsoft Defender for Cloud17cside13Cloudflare Page Shield51others
19% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Microsoft Defender for Cloud (19%) replaces cside (14% then, 17% now), 2 points clear, inside the 11-point floor.Microsoft Defender for Cloud leads at 19%, replacing cside, which led at 14% and stands at 17% now: 2 points clear, inside the floor, so the swap reads as unsettled.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Microsoft Defender for Cloud19%Contested↗new leaderNew leader since October 2026: Microsoft Defender for Cloud (19%) replaces cside (14% then, 17% now), 2 points clear, inside the 11-point floor.This pageMid-market
cside18%Contested▲+5Since October 2026: 13% → 18%, +5 points. Inside the 11-point floor: within noise.Standing →Enterprise
Feroot Security16%Contested↗new leaderNew leader since October 2026: Feroot Security (16%) replaces cside (17% then, 14% now), 2 points clear, inside the 11-point floor.Standing →
Microsoft Defender for Cloud19%Contested↗new leaderNew leader since October 2026: Microsoft Defender for Cloud (19%) replaces cside (14% then, 17% now), 2 points clear, inside the 11-point floor.This pageMid-marketcside18%Contested▲+5Since October 2026: 13% → 18%, +5 points. Inside the 11-point floor: within noise.Standing →EnterpriseFeroot Security16%Contested↗new leaderNew leader since October 2026: Feroot Security (16%) replaces cside (17% then, 14% now), 2 points clear, inside the 11-point floor.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Microsoft Defender for Cloud19%6%31accepted challenger▲+7Since October 2026: 12% → 19%, +7 points. Inside the 11-point floor: within noise.12% → 19%
Microsoft Defender for Cloud19%6%31accepted challenger▲+7Since October 2026: 12% → 19%, +7 points. Inside the 11-point floor: within noise.12% → 19%02cside17%0%24accepted challenger▲+3Since October 2026: 14% → 17%, +3 points. Inside the 11-point floor: within noise.14% → 17%
cside17%0%24accepted challenger▲+3Since October 2026: 14% → 17%, +3 points. Inside the 11-point floor: within noise.14% → 17%03
Cloudflare Page Shield13%8%25accepted challenger▲+6Since October 2026: 7% → 13%, +6 points. Inside the 11-point floor: within noise.7% → 13%
Cloudflare Page Shield13%8%25accepted challenger▲+6Since October 2026: 7% → 13%, +6 points. Inside the 11-point floor: within noise.7% → 13%04Feroot Security6%19%16accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%
Feroot Security6%19%16accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%05
Bitdefender GravityZone Business Security2%0%16accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Bitdefender GravityZone Business Security2%0%16accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%06
Imperva Client-Side Protection2%75%20criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Imperva Client-Side Protection2%75%20criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the five products at 0%, ordered by negative rate
11
HUMAN Security0%91%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
HUMAN Security0%91%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Feroot PaymentGuard0%60%15criticized challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%
Feroot PaymentGuard0%60%15criticized challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%09
Jscrambler Webpage Integrity0%50%22criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Jscrambler Webpage Integrity0%50%22criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%08
Source Defense0%50%14criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Source Defense0%50%14criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%07
Reflectiz0%48%29criticized challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%
Reflectiz0%48%29criticized challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All fifteen head-to-head pages: the top six products, each against each
cside vs Source Defensecside vs Feroot PaymentGuardCloudflare Page Shield vs Feroot SecurityCloudflare Page Shield vs ReflectizCloudflare Page Shield vs Source DefenseCloudflare Page Shield vs Feroot PaymentGuardFeroot Security vs ReflectizFeroot Security vs Source DefenseFeroot Security vs Feroot PaymentGuardReflectiz vs Source DefenseReflectiz vs Feroot PaymentGuardSource Defense vs Feroot PaymentGuard
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Microsoft Defender for Cloud19%
Microsoft Defender for Cloud19%02cside17%
cside17%03Cloudflare Page Shield13%
Cloudflare Page Shield13%04Feroot Security6%
Feroot Security6%05Bitdefender GravityZone Business Security2%
Bitdefender GravityZone Business Security2%06Imperva Client-Side Protection2%
Imperva Client-Side Protection2%07Reflectiz0%
Reflectiz0%08Source Defense0%
Source Defense0%09Jscrambler Webpage Integrity0%
Jscrambler Webpage Integrity0%10Feroot PaymentGuard0%
Feroot PaymentGuard0%11HUMAN 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 4.20, 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.
Imperva Client-Side Protection75%
15 of 20 labels negative · 9 of 14 models · 7 hard negative
“Frequently criticized (up to 44% negative rates); better suited for enterprises with dedicated security teams.” Grok 4.20, negative prompt
Jscrambler Webpage Integrity50%
11 of 22 labels negative · 8 of 14 models · 5 hard negative
“High criticism (37–41%); obfuscation can break legitimate functionality, and it's not a strong standalone defense” Grok 4.20, negative prompt
Feroot PaymentGuard60%
9 of 15 labels negative · 7 of 14 models · 6 hard negative
“Mixed but often criticized for SMBs (20–36% negative); its compliance automation is overkill and expensive” Grok 4.20, negative prompt
Reflectiz48%
14 of 29 labels negative · 7 of 14 models · 6 hard negative
“Tools to Avoid or Be Cautious About: Reflectiz, Feroot PaymentGuard, Imperva Client-Side Protection... frequently cited as "criticized challengers"” Mistral Small, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
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. 845 links across 208 sites, every framing counted. Ranked by the number of answers carrying the site or page. 94 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · cside37 answers · 77 citations · 13 models
publisher (Gane)35 answers · 55 citations · 10 models
vendor site · G230 answers · 63 citations · 12 models
vendor site · Feroot23 answers · 32 citations · 10 models
vendor site · Guideflow23 answers · 23 citations · 10 models
21 answers · 22 citations · 11 models
vendor site · Microsoft17 answers · 24 citations · 9 models
16 answers · 20 citations · 9 models
vendor site · SourceForge14 answers · 35 citations · 7 models
14 answers · 16 citations · 9 models
vendor site · Akamai13 answers · 17 citations · 7 models
vendor site · Reflectiz12 answers · 20 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.
35 answers · 10 models
22 answers · 9 models
21 answers · 11 models
19 answers · 9 models
15 answers · 9 models
11 answers · 9 models
9 answers · 5 models
9 answers · 7 models
9 answers · 7 models
9 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 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 17%, c/side 8%, cside Privacy Watch 2% | 26% | 83 | 1,900 | 0 | 3,519 | 2 | 4 | |
| Microsoft Defender microsoft.com Microsoft Defender for Cloud 19% | 19% | 659 | 18,100 | 3,525 | 145,358,109 company | $12,455 | 103 | |
| Cloudflare parent site Cloudflare Page Shield 13% | 13% | 77 | 550,000 | 10,897 | ||||
| Monity monity.ai Monity 9%, Monity.ai 2% | 11% | 17 | ||||||
| Feroot Security feroot.com | 6% | 56 | 70 | 1 | 4,806 | $62 | 7 | |
| Cloudflare cloudflare.com | 6% | 421 | 550,000 | 10,897 | 4,995,413 | 111 | ||
| Microsoft Defender parent site Microsoft Defender for Endpoint 4% | 4% | 264 | 18,100 | 3,525 | ||||
| Bitdefender parent site Bitdefender GravityZone Business Security 2% | 2% | 17 | 90,500 | 3,261 | ||||
| Wazuh wazuh.com | 2% | 118 | 9,900 | 446 | 7,214 | 3 | ||
| OWASP ZAP owasp.org | 2% | 194 | 3,600 | 122 | 365,222 |
Google's top ten for the three searches hold 18 sites; 4 of them are among the sites the models cited here (akamai.com, cside.com, g2.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 4.5no first choiceCloudflare, OWASP ZAPChangedc/sideagainst: Jscrambler Webpage Integrityno first choiceno first choicenothing named
Two alternatives
Imperva Skyhigh, Subresource Integrity (SRI) MonitoringFour alternatives
Akamai Client-Side Protection & Compliance, Cloudflare Page Shield, Imperva Client-Side Protection, ReflectizGPT-5.4 miniMicrosoft Defender for Cloudagainst: CrowdStrike FalconSecureframeChangedMicrosoft Defender for CloudMicrosoft Defender for Cloudno first choicenothing named
Two alternatives
Bitdefender, Sophos EndpointOne alternative
Sourcepoint DiagnoseThree alternatives
Bitdefender GravityZone Business Security, CrowdStrike Falcon, Sophos EndpointTwo alternatives
Bitdefender GravityZone Business Security, ESET PROTECTGemini 3.5 FlashCloudflare Page Shield, Microsoft Defender for Cloudagainst: Akamai Page Integrity ManagerCloudflare Page ShieldChangedagainst: Akamai Client-Side Protection & Compliance, HUMAN Security, Jscrambler Webpage IntegrityCloudflare Page Shield, Feroot SecurityCloudflare, Microsoft Defender for Cloudagainst: Akamai Client-Side Protection & Compliance, HUMAN Securityno first choiceagainst: AVG, Akamai Page Integrity, Avast Business, CrowdStrike, HUMAN Security, Imperva Client-Side Protection, Kaspersky, Microsoft Defender for Endpoint, SentinelOne Singularity Endpoint
Four alternatives
Content Security Policy, CrowdStrike Falcon Go, Feroot Security, Huntress Managed EDRTwo alternatives
RapidSpike, ReflectizSeven alternatives
CrowdStrike Falcon Go, Huntress Managed EDR, Jscrambler Webpage Integrity, Microsoft Defender for Cloud, Report URI, Sophos Intercept X, csideSix alternatives
Bitdefender GravityZone Business Security, CentralCSP, JumpCloud, Report URI, Source Defense, csidePerplexity SonarCloudflare Page Shieldagainst: Feroot PaymentGuard, Imperva Client-Side Protectioncside Privacy WatchChangedagainst: CookiebotCloudflare Page ShieldCloudflare Page Shieldagainst: Akamai Client-Side Protection & Compliance, Imperva Client-Side Protectionno first choiceagainst: Akamai Bot Manager, Akamai Client-Side Protection & Compliance, Imperva Client-Side Protection
Two alternatives
Jscrambler Webpage Integrity, csideOne alternative
MonityFive alternatives
DomDog, Feroot PaymentGuard, Jscrambler Webpage Integrity, Reflectiz, Source DefenseOne alternative
csideGrok 4.20Feroot Security, csideagainst: Imperva Client-Side Protection, Jscrambler Webpage IntegrityMonityChangedagainst: Detectify, SucuriCloudflare Page Shield, Feroot Securityagainst: JS-Confuser, Jscrambler Webpage Integrity, Source DefenseCloudflare Page Shieldno first choiceagainst: Cloudflare Page Shield, Feroot PaymentGuard, HUMAN Security, Imperva Client-Side Protection, Jscrambler Webpage Integrity, Microsoft Defender for Cloud, Reflectiz, Source Defense
Two alternatives
Cloudflare App Security, Microsoft Defender for CloudTwo alternatives
Feroot Security, csideTwo alternatives
Reflectiz, c/sideThree alternatives
Bitdefender GravityZone Business Security, Microsoft 365, Microsoft Defender for CloudFive alternatives
Akamai Client-Side Protection & Compliance, Feroot PaymentGuard, HUMAN Security, Radware Client-Side Protection, Source DefenseMistral SmallMicrosoft Defender for Cloud, csideMonity, c/sideChangedagainst: Akamai Client-Side Protection & Compliance, Imperva Client-Side Protection, ReflectizReflectiz, csideMalwarebytes, Microsoft Defender for Endpointno first choiceagainst: Feroot PaymentGuard, HUMAN Security, Imperva Client-Side Protection, Jscrambler Webpage Integrity, Reflectiz, Source Defense
One alternative
ReflectizFour alternatives
Feroot PaymentGuard, Jscrambler Webpage Integrity, Microsoft Defender for Cloud, Source DefenseFour alternatives
AVG AntiVirus Free, Avast Free Antivirus, Bitwarden, pfSense FirewallDeepSeek V4 Flashc/sideagainst: Feroot Security, HUMAN Security, Microsoft Defender for CloudcsideChangedagainst: Feroot PaymentGuard, Reflectizc/sideCloudflare Page Shieldagainst: Akamai Client-Side Protection & Compliance, HUMAN Securitycsideagainst: Feroot PaymentGuard, Reflectizagainst: Feroot PaymentGuard, Feroot Security, Imperva Client-Side Protection, JS-Confuser, JShaman, Jscrambler Webpage Integrity, Reflectiz, Source Defense
Two alternatives
Reflectiz, Source DefenseTwo alternatives
Cloudflare Page Shield, MonityFour alternatives
Cloudflare Page Shield, Feroot Security, Jscrambler Webpage Integrity, ReflectizTwo alternatives
Source Defense, csideTwo alternatives
Cloudflare Page Shield, Source DefenseLlama 4 MaverickImperva Client-Side ProtectionMonityChangedno first choiceBitdefender GravityZone Business Securityno first choicenothing named
One alternative
csideTwo alternatives
ServerScan, csideTwo alternatives
Avast Business, Norton 360 DeluxeQwen 3.7 FlashMicrosoft Defender for Cloudagainst: SentinelOne SingularityMonity.aiChangedMicrosoft Defender for Cloud, csideagainst: Feroot Security, Jscrambler Webpage IntegrityWazuhno first choiceagainst: HUMAN Security, Imperva Client-Side Protection, Jscrambler Webpage Integrity, Reflectiz, Source Defense
Two alternatives
ESET PROTECT, Sophos Intercept X for Small & Medium BusinessTwo alternatives
Feroot Security, cside Privacy WatchFour alternatives
Cloudflare One, Reflectiz, SentinelOne Singularity Endpoint, ZscalerTwo alternatives
Bitdefender GravityZone Business Security, ClamAVKimi K2Feroot Security, c/sideMonityChangedagainst: Reflectizc/sideagainst: Cloudflare Page Shieldc/sideagainst: Reflectizno first choiceagainst: CrowdStrike, Feroot PaymentGuard, Imperva Client-Side Protection, Reflectiz, SentinelOne Singularity Endpoint
One alternative
ReflectizTwo alternatives
Cloudflare Page Shield, Feroot PaymentGuardTwo alternatives
Feroot Security, ReflectizThree alternatives
Cloudflare, Content Security Policy, Jscrambler Free PCI DSS ToolGLM 4.7 FlashXCloudflare, csideagainst: ReflectizSquirrel PCIChangedFeroot Security, Microsoft 365, Microsoft Defender for CloudMicrosoft Defender for Cloudagainst: ClamAV, CrowdStrike Falcon Gono first choiceagainst: Feroot PaymentGuard, HUMAN Security, Imperva Client-Side Protection, Jscrambler Webpage Integrity, Reflectiz, Source Defense
Two alternatives
Monity, csideFive alternatives
Avast Business Essential Security, Cloudflare Page Shield, CrowdStrike Endpoint Threat Protect, LastPass, Surf SecurityFive alternatives
CrowdSec, Huntress Managed EDR, Microsoft Defender Antivirus, Sophos Intercept X, WazuhMiniMax M2.5Feroot SecurityMonityChangedBitdefender GravityZone Business Security, Microsoft Defender for EndpointMicrosoft Defender for Endpoint, csideno first choicenothing named
Four alternatives
Cloudflare Page Shield, Imperva Client-Side Protection, Jscrambler Webpage Integrity, ReflectizTwo alternatives
Squirrel PCI, csideThree alternatives
Avast Business Security, SentinelOne Singularity, Sophos EndpointThree alternatives
Avast Business Security, DomDog, ThreatDownGPT-6 LunaMicrosoft Defender for CloudcsideChangedMicrosoft Defender for CloudMicrosoft Defender for Cloudno first choicenothing named
One alternative
Huntress Managed EDROne alternative
ReflectizThree alternatives
Bitdefender GravityZone Business Security, CrowdStrike Falcon Go, Huntress Managed EDROne alternative
Bitdefender GravityZone Business SecurityMuse Glimmer 30BMicrosoft Defender for Cloud, csideagainst: Imperva Client-Side Protection, ReflectizcsideChangedMicrosoft Defender for CloudCloudflare Page Shield, Script Monitoringagainst: Imperva Client-Side Protectionno first choiceagainst: Feroot PaymentGuard, HUMAN Security, Imperva Client-Side Protection, Jscrambler Webpage Integrity, Reflectiz, Source Defense, otto-js
One alternative
Feroot PaymentGuardTwo alternatives
Cloudflare Page Shield, Monity Website Script ScannerThree alternatives
CrowdStrike Falcon, Huntress Managed EDR, SentinelOne SingularityThree alternatives
Bitdefender Ultimate Small Business Security, Microsoft Defender for Cloud, csideBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:37 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:30 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:08 | no | 0 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:07 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:25 | yes | 5 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:30 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:08 | yes | 24 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:19 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:30 | yes | 5 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:25 | yes | 15 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:06 | yes | 24 | 43 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:10 | yes | 10 | 49 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:18 | yes | 2 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:31 | yes | 22 | 33 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:56 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:55 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 19:30 | yes | 14 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 15:02 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:10 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:31 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:26 | yes | 22 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:27 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:45 | yes | 5 | 18 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:21 | yes | 21 | 30 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:44 | yes | 23 | 119 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:45 | yes | 5 | 36 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:54 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:52 | yes | 13 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:46 | yes | 19 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:23 | yes | 7 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:14 | yes | 6 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:18 | yes | 10 | 4 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:46 | yes | 5 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:18 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:43 | yes | 21 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:22 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:51 | yes | 14 | 69 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:40 | yes | 25 | 45 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:36 | yes | 24 | 75 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:56 | yes | 5 | 28 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:07 | yes | 5 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:34 | yes | 15 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:07 | no | 0 | 3 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:59 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:16 | yes | 14 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 18:14 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:40 | yes | 5 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:22 | yes | 5 | 25 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:24 | yes | 24 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:24 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:00 | no | 0 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:27 | yes | 25 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:02 | yes | 19 | 28 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:01 | yes | 15 | 46 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:01 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:03 | yes | 24 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:20 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:19 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:28 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 14:26 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:15 | yes | 9 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:23 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:11 | yes | 23 | 49 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:36 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:08 | no | 0 | 37 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:22 | yes | 10 | 40 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:46 | yes | 12 | 18 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:24 | yes | 5 | 39 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:24 | yes | 2 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:12 | yes | 15 | 31 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:35 | yes | 27 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:01 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:09 | no | 0 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 13:52 | yes | 10 | 9 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:24 | yes | 5 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:18 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:21 | yes | 21 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:10 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:21 | yes | 5 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:14 | yes | 23 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:05 | yes | 22 | 49 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:22 | yes | 22 | 106 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:22 | yes | 6 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:35 | yes | 19 | 34 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
Akamai read as Akamai Client-Side Protection & Compliance
Akamai Client-Side Protection read as Akamai Client-Side Protection & Compliance
Bitdefender GravityZone read as Bitdefender GravityZone Business Security
Cloudflare Application Security read as Cloudflare Page Shield
Cloudflare Application Security and Performance read as Cloudflare Page Shield
Cloudflare Client-Side Security read as Cloudflare Page Shield
Cloudflare Client-Side Security (formerly Page Shield) read as Cloudflare Page Shield
Cloudflare Client-Side Security, formerly Page Shield read as Cloudflare Page Shield
Feroot read as Feroot PaymentGuard
Feroot (PaymentGuard & Inspector) read as Feroot PaymentGuard
HUMAN read as HUMAN Security
HUMAN (formerly PerimeterX) read as HUMAN Security
Huntress read as Huntress Managed EDR
Imperva read as Imperva Client-Side Protection
Jscrambler read as Jscrambler Webpage Integrity
Jscrambler (Web Page Integrity) read as Jscrambler Webpage Integrity
Microsoft Defender read as Microsoft Defender for Endpoint
Microsoft Defender for Endpoint P2 read as Microsoft Defender for Endpoint
Radware read as Radware Client-Side Protection
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
cside.com read as cside
Unresolved, counted raw
AVG AntiVirus Free
Akamai Page Integrity
Avast Business Essential Security
ByteHide
Cloudflare App Security
Cookiebot
CrowdStrike Endpoint Threat Protect
Google Tag Manager Security Features
Imperva Skyhigh
JShaman
Jscrambler Free PCI DSS Tool
Microsoft SmartScreen
Monity Website Script Scanner
Monity.ai
Norton 360 Deluxe
PageScanner
RapidSpike
Sift Science
Sophos Intercept X for Small & Medium Business
Sourcepoint Diagnose
Subresource Integrity (SRI) Monitoring
WebSentry
isMyCodeSafe.com
pfSense Firewall
Discontinued, still offered
No shut-down product was recommended here.