Zero of fourteen models named AWS WAF first on the direct prompt; one named Barracuda WAF. AWS WAF was named by fourteen of the fourteen models and Barracuda WAF by eight and AWS WAF carries 56 labels and Barracuda WAF 10, 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.
| 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 |
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.
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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Best for mid-market organizations wanting capable WAF without enterprise complexity” Claude Haiku 4.5 · direct prompt · first choice
“Straightforward mid-market protection for web applications and APIs” Perplexity Sonar · direct prompt · alternative
“Best for Mid-Market Simplicity and Balance” Grok 4.20 · direct 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.