# Bifrost: how AI models rank it, September 2026

IT AI Recommendation Index, September 2026 Edition. Named in 22 judge labels across 2 categories by 10 of 12 models. Page: https://it-ai-index.com/vendors/bifrost/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| LLM gateways and observability | 0% | 13 | 0% | 21 |
| API gateways | 0% | 20 | 0% | 1 |

## What the models said for it

- "Prioritize audited/managed options (e.g., Portkey, Bifrost for perf/compliance) over vulnerable OSS defaults." (Grok 4.1 Fast, LLM gateways)
- "Add an AI Gateway (like Bifrost or Kong AI) if your engineering teams are heavily building agentic AI features" (Gemini 3.5 Flash, API gateways)
- "Bifrost is the top choice for companies requiring high-performance infrastructure and strict data sovereignty" (Qwen 3.7 Flash, LLM gateways)
- "Choose Bifrost if your top priority is lowest latency and high-throughput production traffic" (Perplexity Sonar, LLM gateways)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, September 2026 Edition, it-ai-index.com.