Zero of fourteen models named Cloudflare AI Gateway first on the direct prompt; one named OpenRouter. Cloudflare AI Gateway was named by thirteen of the fourteen models and OpenRouter by fourteen and Cloudflare AI Gateway carries 33 labels and OpenRouter 41, so the shares are not directly comparable.
Named in two 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 LLM gateways and observability page.
Across every category in the November 2026 Edition, Cloudflare AI Gateway and OpenRouter were named in the same answer seventy-four times, of the 102 answers naming Cloudflare AI Gateway and the 120 naming OpenRouter. In those answers OpenRouter took the first choice seven times and Cloudflare AI Gateway five.
| 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. Three of four in this category shown.
“For most budget-conscious companies, I'd start with Cloudflare AI Gateway using your own provider API keys (BYOK).” GPT-6 Luna · budget prompt · first choice
“if you already use Cloudflare and want a low-friction managed option; it can be cost-effective, but it's less of a full multi-provider control plane” GPT-5.4 mini · budget prompt · alternative
“Ideal if you already use Cloudflare. It offers powerful DDoS protection, rate limiting, and caching at the network edge.” Qwen 3.7 Flash · direct prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“The one I would not recommend for a mid-market B2B company is OpenRouter” DeepSeek V4 Flash · direct prompt · hard negative
“"avoid OpenRouter for anything with sensitive/PII data" [4]” Muse Glimmer 30B · negative prompt · hard negative
“Exercise caution with OpenRouter, Portkey, Vercel AI Gateway, and similar services when prompts contain personal, regulated, proprietary, or agent data.” Perplexity Sonar · negative prompt · soft negative
“Best default for most mid-market teams: OpenRouter” GPT-5.4 mini · direct prompt · first choice
“Well‑documented, transparent marketplaces that expose provider lists, pricing, and model performance data (e.g., OpenRouter, Portkey AI Gateway)” GLM 4.7 FlashX · negative prompt · alternative
“Choose Cloudflare or OpenRouter if you want zero infrastructure maintenance and fast deployment out of the box.” Gemini 3.5 Flash · 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.