How it works

Live in minutes, faster within two weeks.

  1. 01 — Connect

    Point your app at TokenWise instead of calling Fireworks, Baseten or your own vLLM directly. Change your base URL and key: same SDK, same prompts, same model names.

  2. 02 — Optimize

    Every request goes through our gateway to the model you asked for. Behind it, WisePlan tests better serving setups on your own traffic and deploys only those that pass your latency and quality limits.

  3. 03 — Save

    Watch latency and cost fall on a live dashboard, broken out by model and provider. First proven gains within two weeks.

WisePlan

Thousands of possible setups. WisePlan tests a handful.

A query optimizer for inference. It reads each workload’s shape, picks the next experiment from every past result, and ships a change only when it wins.

  • runtime
  • batching
  • caching
  • parallelism
  • quantization
  • hardware
  • routing
Read our proprietary researchSame model. Same GPU. 32× faster time to first token.
  1. run 1vLLM · 8×H100your current setup$0.84 / 1K
  2. run 2fp8 weights · TP4 × 2 replicascheaper, but failed the eval generated from this workload✕ quality
  3. run 3batch 96 on the same GPUscheaper, but broke the 1.2 s p95 limit✕ p95
  4. run 4SGLang · prefix caching · 4×H10062% of prompts share a prefix. Deployed.↓ 31%
  5. illustrative One workload: Support RAG

Run the first experiment on your traffic.

  • No app code changes
  • Your providers
  • Every change reversible