# Reflectiz vs Jscrambler Webpage Integrity: which do AI models recommend for client-side protection, October 2026

IT AI Recommendation Index, October 2026 Edition, Client-side protection. One of fourteen models named Reflectiz first on the direct prompt; two named Jscrambler Webpage Integrity. Page: https://it-ai-index.com/security/client-side-protection/reflectiz-vs-jscrambler-webpage-integrity/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Reflectiz | 11% | #2 of 8 | 19% | 32 | 13 of 14 |
| Jscrambler Webpage Integrity | 7% | #3 of 8 | 37% | 30 | 12 of 14 |

## The direct prompt, model by model

- DeepSeek V4 Flash: reflectiz first (first choices: Reflectiz, cside) (alternatives: Cloudflare's Client-Side Security)
- Mistral Small: jscrambler webpage integrity first (first choices: Akamai Client-Side Protection & Compliance, Jscrambler Webpage Integrity)
- GLM 4.7 FlashX: jscrambler webpage integrity first (first choices: Jscrambler Webpage Integrity) (alternatives: Akamai Client-Side Protection & Compliance, Cloudflare Page Shield, Imperva Client-Side Protection)
- Gemini 3.5 Flash: neither first, one named (first choices: Cloudflare Client-Side Security) (alternatives: Reflectiz, Report URI, c/side)
- Perplexity Sonar: neither first, one named (first choices: Akamai Client-Side Protection & Compliance) (alternatives: Jscrambler Webpage Integrity, cside)
- Grok 4.1 Fast: neither first, one named (first choices: Imperva Client-Side Protection) (alternatives: Akamai Client-Side Protection, Jscrambler Webpage Integrity, Source Defense)
- Qwen 3.7 Flash: neither first, one named (first choices: CrowdStrike Falcon) (alternatives: Akamai Client-Side Protection, Imperva Client-Side Protection, Jscrambler Webpage Integrity, Microsoft Defender for Endpoint, SentinelOne Singularity Endpoint, Sophos Intercept X)
- Claude Haiku 4.5: neither named
- GPT-5.4 mini: neither named (first choices: F5 Distributed Cloud Client-Side Defense) (alternatives: Feroot Security Inspector, Imperva Client-Side Protection)
- Llama 4 Maverick: neither named (first choices: Akamai Client-Side Protection & Compliance, Jscrambler Client-Side Protection and Compliance Platform)
- Kimi K2: neither named (first choices: Source Defense, c/side) (alternatives: Cloudflare Page Shield, Feroot Security)
- MiniMax M2.5: neither named (first choices: Bitdefender GravityZone) (alternatives: CrowdStrike Falcon, Palo Alto Networks Cortex XDR, SentinelOne Singularity)
- GPT-6 Luna: neither named (first choices: Sophos MDR Complete) (alternatives: Defender for Endpoint, Microsoft Defender for Cloud)
- Muse Glimmer 30B: neither named (first choices: Bitdefender GravityZone Business Security) (alternatives: Bitdefender GravityZone EDR, Imperva Client-Side Protection, Source Defense)

## What the models said about Reflectiz

- "Tools to Avoid on a Tight Budget - Reflectiz, Feroot, DomDog, Jscrambler" (DeepSeek V4 Flash, budget prompt, hard negative)
- "solutions from vendors like JScrambler, Reflectiz, Source Defense, and Human Security ... often fail to block the majority of sophisticated e-skimming attacks" (Qwen 3.7 Flash, negative prompt, soft negative)
- "Popular vendors include Human Security, SourceDefense, JScrambler, and Reflectiz. ... JS agents detect behavior after a script has already executed." (Muse Glimmer 30B, negative prompt, soft negative)
- "If your engineers are heavily constrained, look at an agentless scanner (like Reflectiz) which can be spun up in hours with zero code changes." (Gemini 3.5 Flash, scale prompt, first choice)
- "or Reflectiz if you want the fastest, lowest-effort deployment with strong supply-chain visibility and no code changes" (DeepSeek V4 Flash, direct prompt, first choice)
- "Reflectiz's fully remote synthetic monitoring is often the lowest-friction starting point" (Muse Glimmer 30B, paraphrase prompt, first choice)

## What the models said about Jscrambler Webpage Integrity

- "Tools that scramble your JavaScript code (like JSObfuscator or Jscrambler)" (Gemini 3.5 Flash, negative prompt, hard negative)
- "Tools to Avoid on a Tight Budget - Reflectiz, Feroot, DomDog, Jscrambler" (DeepSeek V4 Flash, budget prompt, hard negative)
- "Vendors to Review Carefully: ... solutions from vendors like JScrambler, Reflectiz, Source Defense, and Human Security ... often fail to block the majority of sophisticated e-skimming attacks" (Qwen 3.7 Flash, negative prompt, soft negative)
- "For most mid-market B2B companies handling payment data, Jscrambler offers the best balance of protection, compliance support, and mid-market pricing." (GLM 4.7 FlashX, direct prompt, first choice)
- "the best client-side protection tool for a company with a limited budget is Jscrambler" (Llama 4 Maverick, budget prompt, first choice)
- "Jscrambler is also recommended for SMBs and mid-market companies" (Mistral Small, direct prompt, first choice)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.
