Bifrost vs Cloudflare AI Gateway
One of fourteen models named Bifrost first on the direct prompt; zero named Cloudflare AI Gateway. Bifrost was named by twelve of the fourteen models and Cloudflare AI Gateway by thirteen and both carry 33 labels, so the shares below are directly comparable.
Named in four categories this edition.
Named in two 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 LLM gateways and observability page.
By framing
BifrostFirst choices, of fourteen modelsCloudflare AI Gateway
Across every category in the November 2026 Edition, Bifrost and Cloudflare AI Gateway were named in the same answer sixty-three times, of the 121 answers naming Bifrost and the 102 naming Cloudflare AI Gateway. In those answers Cloudflare AI Gateway took the first choice two times and Bifrost twenty-four.
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 | | |
Bifrost Cloudflare AI Gateway first choice named as an alternative argued againstblank: not namedEach cell is one answer, Bifrost on the left and Cloudflare AI Gateway on the right.The direct prompt
Bifrost first, Cloudflare AI Gateway not the choice
1 of 14 modelsCloudflare AI Gateway was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 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
Cloudflare AI Gateway3%#5 of 9Bifrost0%#8 of 9Bifrost6%#3 of 9Cloudflare AI Gateway2%#5 of 9Bifrost23%#1 of 10Cloudflare AI Gateway0%#8 of 10What the models said about Bifrost
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“it may be overkill (and more enterprise-focused) for simpler mid-market needs” Grok 4.20 · direct prompt · soft negative
“Bifrost leads on published performance (11 microseconds of overhead at 5,000 RPS) and is the only one here with governance and an MCP gateway in the same open-source binary.” Muse Glimmer 30B · comparative prompt · first choice
“Bifrost leads for production at a benchmarked 11 microseconds of overhead, with a Go core, native MCP gateway, semantic caching, and virtual-key governance” Claude Haiku 4.5 · comparative prompt · first choice
“Bifrost leads in performance with 11 microseconds of overhead at 5,000 RPS and offers advanced governance features.” Llama 4 Maverick · comparative prompt · first choice
What the models said about Cloudflare AI Gateway
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
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.