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Bifrost vs Confidential AI

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Bifrost compared with Confidential AI
DetailBifrost logo BifrostConfidential AI logo Confidential AI
What it doesThe fastest open-source AI gateway for LLMs, MCP and agents Private AI inference and confidential GPU computing infrastructure
StageNot given Not given
FoundedNot given Not given
Based inNot given US
Pricing modelFreemium Paid
PricingBifrost OSS is free forever. Bifrost Enterprise has custom pricing; contact sales for a quote. Confidential Inference: DeepSeek V4.1 Flash $0.30 input and $1.20 output per 1M tokens; Kimi K3 $3.00 input and $15.00 output per 1M tokens; GLM 5.3 $1.40 input and $4.40 output per 1M tokens; Qwen3.8 27B $0.30 input and $1.80 output per 1M tokens. Confidential VMs: B300 at $7.50 per GPU-hour, B200
Key features
  • Drop-in replacement for any AI SDK with support for OpenAI, Anthropic, and LiteLLM
  • Model catalog providing access to 1000+ AI models from 8+ providers
  • Automatic provider failover for 99.99% uptime
  • Budget management and rate limiting across virtual keys and teams
  • Built-in OpenTelemetry observability
  • MCP gateway for centralized tool connections and governance
  • Real-time guardrails for blocking unsafe model outputs
  • Virtual key management with independent budgets and access control
  • Semantic caching to reduce costs and latency
  • Enterprise clustering with high availability and zero-downtime deployments
  • OpenAI-compatible endpoint for private LLM inference
  • Hardware-encrypted VMs on Intel TDX, AMD SEV-SNP and NVIDIA GPUs
  • Client attestation verification before sending requests
  • Support for multiple open-weight models including DeepSeek, Kimi, GLM, Qwen
  • Confidential Kubernetes for data center scale deployments
  • Confidential training and fine-tuning on licensed stack
  • Root access over SSH to confidential VMs
  • Encrypted GPU communications with NVLink encryption on B200 and B300
  • Confidential agents runtime support
  • Prompt caching with cached input billing
What makes it different
  • 50x faster than LiteLLM with P99 latency of 20 microseconds at 5k requests per second
  • Zero-touch in-VPC deployments ensure no data leaves your infrastructure
  • Free and open source with Apache 2.0 license
  • Works seamlessly with all major LLM frameworks including OpenAI, Anthropic, LangChain, and LiteLLM
  • Enterprise-grade governance with SSO, RBAC, and audit logs included in Enterprise tier
  • Prompts and model weights verified by clients with cryptographic attestation before any data is sent
  • Operator-blind inference: data remains unreadable to the company and hosting provider
  • Flexible deployment: choice of hosted cloud, rented VMs, or licensed stack on own infrastructure
  • Open-weight models only, no closed-source frontier models
  • Full cryptographic verification stack including open-source tools
Community votes00
DR (Domain Rating by Ahrefs)71 no change since last check12 +1 (up) since last check
Trust Flow (Majestic)257
Citation Flow (Majestic)4726
Referring domains (Majestic)202036

5 details filled in for both companies.

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