One of fourteen models named Amazon CloudFront first on the direct prompt; zero named Fastly. Both were named by all fourteen models and Amazon CloudFront carries 68 labels and Fastly 61, so the shares are not directly comparable.
Named in four categories this edition.
Named in four categories 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 content delivery networks page.
Across every category in the October 2026 Edition, Amazon CloudFront and Fastly were named in the same answer 147 times, of the 190 answers naming Amazon CloudFront and the 175 naming Fastly. In those answers Fastly took the first choice five times and Amazon CloudFront four.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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. Six of seven in this category shown.
“It's best to avoid unless you have strict cost controls and predictable traffic patterns.” Mistral Small · negative prompt · hard negative
“At 500 TB a month, Amazon CloudFront's North America list pricing works out to roughly $24,600 before request fees... The same bytes on a volume-tier CDN cost between $1,500 and $2,500.” Muse Glimmer 30B · scale prompt · soft negative
“Lambda@Edge is generally slower and more expensive to execute than Cloudflare Workers or Fastly's Compute@Edge, and AWS data transfer pricing can become complex and costly at scale” Claude Haiku 4.5 · comparative prompt · soft negative
“1. Amazon CloudFront - Best for companies already using AWS... If you're on AWS, go with CloudFront.” Mistral Small · paraphrase prompt · first choice
“For mid-market B2B specifically, CDN77 and CloudFront emerge as particularly well-suited options” Claude Haiku 4.5 · direct prompt · first choice
“I'd recommend evaluating Cloudflare, Fastly, Akamai, and CloudFront first” GLM 4.7 FlashX · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Avoid enterprise ones (Akamai, Fastly) as they're pricier.” Grok 4.1 Fast · budget prompt · hard negative
“Fastly’s VCL‑based cache logic is powerful but can be brittle; mis‑configuration can lead to cache‑invalidation issues or performance regressions.” GLM 4.7 FlashX · negative prompt · soft negative
“good option for development-heavy teams ... but it is more specialized than Cloudflare for a broad mid-market B2B use case” Perplexity Sonar · direct prompt · soft negative
“Fastly: *The "Developer-First" Choice.* Best-in-class real-time purging ... Ideal if your engineering team wants complete programmatic control.” Gemini 3.5 Flash · scale prompt · first choice
“I'd recommend evaluating Cloudflare, Fastly, Akamai, and CloudFront first” GLM 4.7 FlashX · scale prompt · first choice
“Fastly if your site or app needs very fast purging, high configurability, real-time control, or developer-heavy workflows” GPT-5.4 mini · paraphrase 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.