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AI to the bone.
Audited 2026-09-06 · RXed table v1.0

Bifrost

Visit getmaxim.ai
“Fastest enterprise AI gateway (50x faster than LiteLLM) with adaptive load balancer, cluster mode, guardrails, 1000+ models support & <100 microseconds overhead at 5k RPS” — the vendor’s own words

The fastest self-hosted AI gateway you can run, and the numbers hold up: 11 microseconds of added latency at 5,000 requests per second, one Go binary, Apache-2.0, MCP client and server in the free tier. It covers 23 providers where LiteLLM covers 100+, and guardrails, clustering, RBAC and audit logs are all behind a quote-only enterprise licence, so check your provider list and your compliance list before you fall for the benchmark.

Best for: Teams self-hosting a gateway in front of a handful of mainstream providers who care about tail latency, data residency or provider-direct billing — agent loops and eval fan-outs where the same overhead is paid dozens of times per user action, and networks that cannot route through a hosted aggregator. Check your provider list against the supported matrix first, and if you need content guardrails or audit logs, price the enterprise conversation before you build on the free tier.
Scope17/20
Quality6/10
Where the quality sits
6Reactive
4Retrieval & Memory
8Orchestration
6Validation
7Models
Open sourceAutomation & AgentsCodingSecurity & ComplianceFreemium
Vendor
Maxim AI (Maxim AI, Inc.) · www.getmaxim.ai
Origin
US — San Francisco, California
Pricing
OSS Free forever · Enterprise Custom
Users (official only)
No user, customer or deployment count disclosed by the vendor, and no named production logos on the Bifrost site. GitHub measured live 06/09/2026 via the API: 7,820 stars, 1,166 forks, 975 open issues, 30 watchers, 169 contributor pages, created 19/03/2025, last push 05/09/2026, not archived, Apache-2.0. Stars are not users (source, 2026-09-06)
OSSFree foreverApache-2.0, self-hosted; gateway, governance primitives, MCP gateway, caching, observability
EnterpriseCustomquote-only, 14-day trial; guardrails, clustering, adaptive load balancing, SSO/RBAC, audit logs, vault, VPC and air-gapped deployment

Nothing about Bifrost is metered per token: it never sits between you and your provider invoice. What the pricing page does not price is the enterprise tier, which is where every compliance-grade control lives. If you need guardrails, audit logs, RBAC or SSO, budget for a sales conversation and treat the free tier as the developer edition.

checked 2026-09-06 · vendor pricing page

Element scores

Reactive
Retrieval & Memory
Orchestration
Validation
Models
Primitives
Compositions
Deployment
Emerging
Tap or hover any element to see why it got that score.

Strengths

The performance claim survives independent testing, which is rare. The vendor publishes 11 microseconds of gateway overhead at a sustained 5,000 RPS on t3.xlarge; one engineer who measured it himself on his own hardware landed at tens of microseconds at p50 and concluded the honest cost was the network hop, not the code, and a second measured roughly 0.08ms on c5.xlarge while disagreeing about whether it matters. The free tier is unusually generous for an Apache-2.0 project: MCP client and server, Code Mode, semantic caching, virtual keys with hierarchical budgets, the prompt repository, Prometheus and OTLP all ship without a licence. A six-week factory pilot near Bologna, written up by someone stating no commercial relationship with the vendor, reported weekly VLM spend down from EUR 4,640 to EUR 1,920 on a 41% semantic cache hit rate, 112 outage minutes down to zero, and per-station cost attribution they did not have before. One Go binary that deploys on a small VM is a real advantage in an OT network that cannot reach a hosted dashboard.

Honest dings

23 providers against LiteLLM's 100+ is the first filter that fails, and one production evaluator dropped Bifrost at exactly that step because some of his providers simply were not supported. The performance argument is also eroding: LiteLLM shipped a Rust gateway path benchmarked at 0.05ms overhead and 6,782 RPS, which closes the single-instance gap the pitch depends on. Everything a regulated buyer needs — guardrails, clustering, RBAC, SSO, audit logs, log exports, air-gapped deployment — is enterprise-only and quote-only, and one competitor comparison notes Bifrost itself is not SOC 2, HIPAA or ITAR certified while a hosted rival is. Deep tracing and evaluation route to Maxim AI, a separate product on a separate bill. 975 open issues on 7,820 stars is a young project moving fast. And the semantic cache has a real failure mode: the factory pilot logged two false-negative defect reports traced to a cache hit on a near-identical SKU before they added a variant ID to the cache key.

Prices and details change — this passport is re-verified at least quarterly.
Sources (12) — every claim traceable

Every audit lists the research it rests on — transparency and traceability are the product. Tools evolve: each audit is a snapshot of its audit date, and re-audits supersede older versions (kept below for reference).

  • github.com/maximhq/bifrost — Official repository, measured live 06/09/2026 via the GitHub API: 7,820 stars, 1,166 forks, 975 open issues, 30 watchers, 169 contributor pages, created 19/03/2025, last push 05/09/2026, not archived, Apache-2.0. Source of the vendor's own one-line self-description and of the 5,000 RPS overhead table (11 microseconds on t3.xlarge, 59 on t3.medium, 100% success rate) (accessed 2026-09-06)
  • getmaxim.ai/bifrost/pricing — Official pricing page, read 06/09/2026. Primary source for the OSS/Enterprise split: free forever under self-hosting with MCP gateway, Code Mode, semantic caching, virtual keys, prompt repository, Prometheus and OTel; enterprise custom-priced with a 14-day trial adding guardrails, clustering, adaptive load balancing, SAML/OIDC, vault, RBAC, audit logs, log exports and federated-auth MCP (accessed 2026-09-06)
  • docs.getbifrost.ai/overview — Official documentation overview. 20+ providers behind a unified API, 11 microseconds of overhead at 5,000 RPS, and the free-tier feature list including budget and rate limits, MCP tool filtering, semantic caching, Prometheus and OTLP (accessed 2026-09-06)
  • docs.getbifrost.ai/features/semantic-caching — Official docs. A vector store is required for both caching modes; Redis/Valkey, Weaviate, Qdrant and Pinecone are the supported backends; Qdrant, Pinecone and Weaviate fail in direct-only mode; caching only activates on a request carrying a cache key (accessed 2026-09-06)
  • docs.getbifrost.ai/providers/supported-providers/op… — Official per-provider operation matrix. Evidence that embeddings, TTS, transcription, image generation/edit/variation, files, batch, video generation and context compaction are all proxied for OpenAI — and, read against the Anthropic and xAI pages, that unsupported operations return UnsupportedOperationError rather than being silently dropped (accessed 2026-09-06)
  • docs.getbifrost.ai/deployment-guides/config-json/st… — Official docs. The three stores a deployment needs: config_store on SQLite or PostgreSQL, logs_store with optional S3/GCS offload, and vector_store on Weaviate, Redis/Valkey, Qdrant or Pinecone for semantic caching (accessed 2026-09-06)
  • dev.to/marcorinaldi_ai/six-weeks-of-bifrost-in-a-fa… — Independent six-week production pilot, 27/05/2026, author states no commercial relationship. Weekly VLM spend EUR 4,640 to EUR 1,920 at a 41% semantic cache hit rate, 112 outage minutes to zero, per-virtual-key cost attribution, and the two false-negative defect reports caused by a cache hit on a near-identical SKU (accessed 2026-09-06)
  • dev.to/marcuswwchen/the-latency-tax-of-an-llm-gatew… — Independent measurement, June 2026. In-process overhead in the tens of microseconds at p50 and under a millisecond at p99, with the honest conclusion that the real cost is the extra network hop; also the note that semantic caching is kept off for eval determinism (accessed 2026-09-06)
  • dev.to/paultwist/litellm-vs-bifrost-i-tested-both-i… — Independent 50/50 production traffic split on c5.xlarge at 200-400 RPS, 23/06/2026. Measured roughly 0.08ms Bifrost overhead against 7-8ms for the LiteLLM Python proxy, dropped Bifrost on the 23-vs-100+ provider filter, found no cost-based routing option, and reports LiteLLM-Rust at 0.05ms and 6,782 RPS (accessed 2026-09-06)
  • truefoundry.com/blog/bifrost-alternative-mcp-gateway — Competitor comparison, used for the compliance ceiling rather than the verdict: Bifrost self-hosted only with no managed option, and not SOC 2, HIPAA or ITAR certified, with deeper tracing and evals routing to Maxim AI as a separate product and billing relationship (accessed 2026-09-06)
  • flotorch.ai/blogs/llm-gateway-comparison-2026 — Third-party 2026 gateway comparison table. Independent confirmation of native MCP server support, built-in semantic caching and guardrails, four-tier hierarchical budgets, and the two stated weaknesses: 20+ providers against LiteLLM's 100+, and less mature workspace isolation and SSO/SCIM than established players (accessed 2026-09-06)
  • mcpmanager.ai/blog/best-mcp-gateway-ai-ml-teams — Third-party MCP gateway round-up, updated 27/04/2026. Confirms the single-binary LLM-plus-MCP gateway shape, virtual keys carrying per-consumer budgets, rate limits and tool-level access controls, and states plainly that the open-source core is Apache-2.0 while enterprise features require a commercial agreement (accessed 2026-09-06)