Client-side protection · November 2026 Edition
Cloudflare Page Shield vs Reflectiz
Zero of fourteen models named Cloudflare Page Shield first on the direct prompt; two named Reflectiz. Cloudflare Page Shield was named by twelve of the fourteen models and Reflectiz by twelve and Cloudflare Page Shield carries 29 labels and Reflectiz 32, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share16%10%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate14%31%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#4A position in a field of 10; printed, not drawn.
Labels2932A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Cloudflare Page Shield reading right to left. Rank and label count are printed, not drawn.cside vs Cloudflare Page Shield · cside vs Reflectiz · Cloudflare Page Shield vs Feroot Security
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; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the client-side protection page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Cloudflare Page ShieldFirst choices, of fourteen modelsReflectiz
Direct021 against Cloudflare Page Shield
Paraphrase232 against Cloudflare Page Shield
Comparative011 against Cloudflare Page Shield · 2 against Reflectiz
Budget-constrained602 against Reflectiz
Scale-constrained00
Negative006 against Reflectiz
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, Cloudflare Page Shield and Reflectiz were named in the same answer fifty-two times, of the 80 answers naming Cloudflare Page Shield and the 93 naming Reflectiz. In those answers Reflectiz took the first choice seven times and Cloudflare Page Shield seven.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Cloudflare Page Shield and Reflectiz stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 | | | ||||
| Muse Glimmer 30B | | | | | |
Cloudflare Page Shield Reflectiz first choice named as an alternative argued againstblank: not namedEach cell is one answer, Cloudflare Page Shield on the left and Reflectiz on the right.The direct prompt
The plain question, one answer per model, grouped by where Cloudflare Page Shield and Reflectiz stood in it.
Reflectiz first, Cloudflare Page Shield an alternative
2 of 14 modelsCloudflare Page Shield was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashReflectiz alternatives: Cloudflare Page Shield, Feroot Security, Jscrambler Webpage Integrity
Kimi K2Feroot Security, Reflectiz alternatives: cside
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Grok 4.20cside alternatives: Feroot Security, Reflectiz
DeepSeek V4 FlashFeroot Security alternatives: Cloudflare Page Shield, Reflectiz, cside
GLM 4.7 FlashXcside alternatives: Feroot Security, Imperva Client-Side Protection, Microsoft Defender for Cloud, Reflectiz
Muse Glimmer 30Bcside alternatives: Reflectiz
Neither was named
8 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
GPT-5.4 minino first choice
Perplexity SonarSource Defense alternatives: Akamai Client-Side Protection & Compliance, Jscrambler Webpage Integrity
Mistral SmallFeroot Security, cside alternatives: Akamai Client-Side Protection & Compliance, otto-js
Llama 4 Maverickno first choice
Qwen 3.7 FlashFeroot Security alternatives: Akamai Client-Side Protection & Compliance, Cloudflare, HUMAN Security, Source Defense
MiniMax M2.5CrowdStrike Falcon, Microsoft Defender for Endpoint alternatives: ESET Endpoint Security
GPT-6 LunaMicrosoft Defender for Cloud alternatives: Sophos Intercept X
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Cloudflare Page Shield leads by thirteen points.
Cloudflare Page Shield13%#3 of 11Reflectiz0%#7 of 11Mid-marketThe figures above
Cloudflare Page Shield leads by six points.
Cloudflare Page Shield16%#2 of 10Reflectiz10%#4 of 10Enterprise
The order flips: Reflectiz leads at enterprise.
Reflectiz12%#4 of 12Cloudflare Page Shield4%#6 of 12What the models said about Cloudflare Page Shield
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Convenient if you already run Cloudflare, but a major migration if you don't. Free tier exists but isn't compliance-sufficient.” DeepSeek V4 Flash · paraphrase prompt · soft negative
“Cloudflare Page Shield samples down to 1% of sessions, leaving 99% of user sessions without monitoring” Claude Haiku 4.5 · comparative prompt · soft negative
“it ranks less strongly for mid-market client-side protection than the leading options” Perplexity Sonar · direct prompt · soft negative
“For most mid-sized B2B companies already on Cloudflare, Cloudflare Client-side Security gives you script inventory, change alerting and PCI 6.4.3/11.6.1 evidence with near-zero ops overhead.” Muse Glimmer 30B · paraphrase prompt · first choice
“Cloudflare Client-Side Security (Page Shield) and Feroot Security are the best choices due to their free tiers and strong reputations.” Mistral Small · budget prompt · first choice
“If you are on Cloudflare: Enable Cloudflare Page Shield. It is the path of least resistance and covers PCI 4.0 requirements natively.” Gemini 3.5 Flash · paraphrase prompt · first choice
What the models said about Reflectiz
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Client-side monitoring, sandboxing, or behavioral detection tools (e.g., those from Reflectiz, Feroot, Human Security, Imperva Client-Side Protection, Source Defense) ... ineffective against sophisticated attacks” Grok 4.20 · negative prompt · hard negative
“"such as JavaScript sandboxing agents (e.g., from vendors like JScrambler, SourceDefense/Reflectiz, Human Security)" ... 7 of 14 models · 3 hard negative” Muse Glimmer 30B · negative prompt · hard negative
“Reflectiz (in some implementations) ... have been criticized because: They run inside the customer's browser, which means they can be bypassed” Kimi K2 · negative prompt · hard negative
“Reflectiz ⭐ (Highest Rated: 4.9/5 on G2) ... Fastest deployment, zero code changes | Reflectiz” Kimi K2 · comparative prompt · first choice
“For most mid-market B2B companies, I recommend Feroot Security or Reflectiz” Kimi K2 · direct prompt · first choice
“For a mid-sized B2B company, I'd recommend starting with Reflectiz” Kimi K2 · paraphrase prompt · first choice
Also compared
cside vs Cloudflare Page Shieldcside vs ReflectizCloudflare Page Shield vs Feroot SecurityCloudflare Page Shield vs Source DefenseCloudflare Page Shield vs Feroot PaymentGuardFeroot Security vs ReflectizReflectiz vs Source DefenseReflectiz vs Feroot PaymentGuardAll fifteen head-to-head pages and the full client-side protection standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.