# Reflectiz vs Imperva Client-Side Protection: 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; one named Imperva Client-Side Protection. Page: https://it-ai-index.com/security/client-side-protection/reflectiz-vs-imperva-client-side-protection/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Reflectiz | 11% | #2 of 8 | 19% | 32 | 13 of 14 |
| Imperva Client-Side Protection | 2% | #6 of 8 | 10% | 20 | 12 of 14 |

## The direct prompt, model by model

- DeepSeek V4 Flash: reflectiz first (first choices: Reflectiz, cside) (alternatives: Cloudflare's Client-Side Security)
- Grok 4.1 Fast: imperva client-side protection first (first choices: Imperva Client-Side Protection) (alternatives: Akamai Client-Side Protection, Jscrambler Webpage Integrity, Source Defense)
- GPT-5.4 mini: neither first, one named (first choices: F5 Distributed Cloud Client-Side Defense) (alternatives: Feroot Security Inspector, Imperva Client-Side Protection)
- Gemini 3.5 Flash: neither first, one named (first choices: Cloudflare Client-Side Security) (alternatives: Reflectiz, Report URI, c/side)
- 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)
- GLM 4.7 FlashX: neither first, one named (first choices: Jscrambler Webpage Integrity) (alternatives: Akamai Client-Side Protection & Compliance, Cloudflare Page Shield, Imperva Client-Side Protection)
- Muse Glimmer 30B: neither first, one named (first choices: Bitdefender GravityZone Business Security) (alternatives: Bitdefender GravityZone EDR, Imperva Client-Side Protection, Source Defense)
- Claude Haiku 4.5: neither named
- Perplexity Sonar: neither named (first choices: Akamai Client-Side Protection & Compliance) (alternatives: Jscrambler Webpage Integrity, cside)
- Mistral Small: neither named (first choices: Akamai Client-Side Protection & Compliance, Jscrambler Webpage Integrity)
- 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)

## 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 Imperva Client-Side Protection

- "Avoid: Enterprise solutions like Akamai, Imperva, or Feroot" (Kimi K2, budget prompt, hard negative)
- "compared to enterprise solutions like Akamai or Imperva" (Qwen 3.7 Flash, budget prompt, soft negative)
- "Imperva Client-Side Protection stands out as one of the top choices for a mid-market B2B company" (Grok 4.1 Fast, direct prompt, first choice)
- "Imperva Client-Side Protection monitors all third-party JavaScript running on sites, detecting and blocking malicious activity in real-time" (Muse Glimmer 30B, comparative prompt, alternative)
- "listed in the client-side protection category as a solution that monitors all third-party JavaScript running on sites" (Muse Glimmer 30B, direct prompt, alternative)

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.