// QMBE Product

Run the best model for every task.

Stop being locked into a single AI provider. QMBE lets you compare models, benchmark performance, route intelligently, and optimize cost automatically.

// Model Benchmarking

Compare every dimension that matters.

Accuracy, latency, token cost, reliability. QMBE runs continuous evaluations against your real workloads.

ModelAccuracyLatencyCost / 1K tokens
CLAUDE_3_OPUS99.4%1.2s$0.0150
GPT_4_TURBO97.2%0.8s$0.0100
MISTRAL_LARGE91.0%0.6s$0.0040
LLAMA_3_70B93.5%0.5s$0.0020
// Smart Routing

QMBE picks the right model. Automatically.

  • Routes tasks to the best-fit model
  • Falls back on provider failure
  • Optimizes cost vs. performance per workload
  • Per-tenant policies and budgets
// Bring Your Own Models

One API. Every provider.

  • OpenAI
  • Anthropic
  • HuggingFace
  • Self-hosted LLMs
  • Fine-tuned models
GET_QMBE →