Eleven of twelve models named Cloudflare first on the direct prompt; zero named Fastly. Both were named by all twelve models and Cloudflare carries 64 labels and Fastly 49, so the shares are not directly comparable.
Named in eight categories this edition.
Named in three categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 content delivery networks page.
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.
“Cloudflare's CDN, as it may slow down your website, and pointing your DNS to Cloudflare can make timely recovery unlikely in case of an outage.” Llama 4 Maverick · negative prompt · hard negative
“Providers to be cautious about: Cloudflare, Akamai, Fastly, Amazon CloudFront ... frequently criticized by developers for its aggressive approach to bot detection” Qwen 3.7 Flash · negative prompt · soft negative
“All major CDNs studied (including Cloudflare, Microsoft Azure, Amazon, and Fastly) have been found to have back-end TLS connections vulnerable to security issues” Claude Haiku 4.5 · negative prompt · soft negative
“Cloudflare remains the most popular CDN choice in 2026, offering an exceptional combination of performance, security, and accessibility with its generous free tier.” Claude Haiku 4.5 · comparative prompt · first choice
“### 1. The All-Rounder: Cloudflare ... Choose Cloudflare if you need to consolidate vendors (DNS + Security + CDN) and your IT team is relatively small.” Qwen 3.7 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“All major CDNs studied (including Cloudflare, Microsoft Azure, Amazon, and Fastly) have been found to have back-end TLS connections vulnerable” Claude Haiku 4.5 · negative prompt · soft negative
“Fewer PoPs (≈76 globally) and higher per‑GB pricing than Cloudflare. Simpler B2B setups often don't need this level of control.” GLM 4.7 FlashX · paraphrase prompt · soft negative
“While Fastly is highly regarded for its performance and developer experience, it has suffered from catastrophic global outages.” Qwen 3.7 Flash · negative prompt · soft negative
“The Modern Specialists (Fastly, Cloudflare Enterprise): Built for ease of use, developer experience, and lower risk of human error.” Qwen 3.7 Flash · scale prompt · first choice
“The Best for Complex/Dynamic Engineering: Fastly. Known for unparalleled flexibility, instant cache purging” Gemini 3.5 Flash · scale prompt · alternative
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.