AWS WAF vs Imperva Cloud WAF
Zero of fourteen models named AWS WAF first on the direct prompt; zero named Imperva Cloud WAF. Both were named by all fourteen models and AWS WAF carries 56 labels and Imperva Cloud WAF 46, so the shares are not directly comparable.
Named in four categories this edition.
Named in one category this edition.
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 web application firewalls page.
By framing
AWS WAFFirst choices, of fourteen modelsImperva Cloud WAF
Across every category in the November 2026 Edition, AWS WAF and Imperva Cloud WAF were named in the same answer 107 times, of the 198 answers naming AWS WAF and the 145 naming Imperva Cloud WAF. In those answers Imperva Cloud WAF took the first choice eleven times and AWS WAF one.
Every model, every framing
| 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 | | | |
AWS WAF Imperva Cloud WAF first choice named as an alternative argued againstblank: not namedEach cell is one answer, AWS WAF on the left and Imperva Cloud WAF on the right.The direct prompt
Neither was the first choice, one was named
12 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.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
AWS WAF0%#3 of 9Imperva Cloud WAF0%#9 of 9AWS WAF2%#3 of 12Imperva Cloud WAF2%#4 of 12Imperva Cloud WAF19%#2 of 9AWS WAF0%#8 of 9What the models said about AWS WAF
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Out-of-the-box cloud WAF rules (e.g., basic default AWS WAF or Azure WAF rules) without fine-tuning either block legitimate traffic or miss application-specific flaws.” Gemini 3.5 Flash · negative prompt · soft negative
“avoid high licensing costs (often $5K–$50K+/year for commercial tools like Cloudflare Enterprise, AWS WAF, or Imperva)” Grok 4.20 · budget prompt · soft negative
“Cloudflare or AWS WAF tend to offer the best value with solid protection” Claude Haiku 4.5 · paraphrase prompt · first choice
“If your company's infrastructure is already hosted on Amazon Web Services (AWS), using AWS WAF is likely the most cost-effective path.” Qwen 3.7 Flash · budget prompt · alternative
“Strong integration with CloudFront and other AWS services; cost-efficient if the application is already deeply invested in AWS.” Perplexity Sonar · direct prompt · alternative
What the models said about Imperva Cloud WAF
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Imperva SecureSphere due to the documented critical bypass CVEs.” DeepSeek V4 Flash · negative prompt · hard negative
“Avoid enterprise solutions (Imperva, Akamai, F5)” DeepSeek V4 Flash · budget prompt · hard negative
“Effective for bots/anti-bot but cracked in some 2023 attacks; bypasses with double encoding or anti-bot evasion. High cost and tuning needs.” Grok 4.20 · negative prompt · soft negative
“Top security efficacy scores (100% in recent SecureIQLab testing), strong API security, fully managed options | Companies wanting maximum protection with minimal in-house effort” DeepSeek V4 Flash · scale prompt · first choice
“Cloudflare and Imperva often score highest in detection rate (70-90%+) with balanced false positives” Grok 4.20 · comparative prompt · first choice
“For enterprise-grade security with data-layer coverage: Imperva WAF offers comprehensive protection and hybrid deployment options.” GLM 4.7 FlashX · comparative prompt · alternative
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.