Bifrost vs OpenRouter
One of fourteen models named Bifrost first on the direct prompt; one named OpenRouter. Bifrost was named by twelve of the fourteen models and OpenRouter by fourteen and Bifrost carries 33 labels and OpenRouter 41, 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 LLM gateways and observability page.
By framing
BifrostFirst choices, of fourteen modelsOpenRouter
Across every category in the November 2026 Edition, Bifrost and OpenRouter were named in the same answer sixty-one times, of the 121 answers naming Bifrost and the 120 naming OpenRouter. In those answers OpenRouter took the first choice four times and Bifrost twenty-one.
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 OpenRouter first choice named as an alternative argued againstblank: not namedEach cell is one answer, Bifrost on the left and OpenRouter on the right.The direct prompt
Bifrost first, OpenRouter not the choice
1 of 14 modelsOpenRouter was named in the answer but not as the choice, or not at all.OpenRouter first, Bifrost not the choice
1 of 14 modelsBifrost 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
4 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
OpenRouter7%#4 of 9Bifrost0%#8 of 9Bifrost6%#3 of 9OpenRouter2%#6 of 9Bifrost23%#1 of 10OpenRouter0%#10 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 OpenRouter
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.