# Portkey vs Weights & Biases — Fit & Features

Canonical: https://trutool.co/compare/portkey-vs-weights-biases
Author: Snehil (https://trutool.co/authors/snehil)

Compare Portkey and Weights & Biases by use case, features, limitations, and evaluation questions.

## Compare fit, features, and limitations

### Portkey
Route and observe model requests through an AI gateway with reliability controls.
Best fit: Machine learning teams building, serving, and operating model workloads.
- AI gateway
- Request observability
- Provider routing
Before you choose: Benchmark your workload, verify model licenses and hardware requirements, and compare inference, hosting, and storage costs.
Pricing: https://portkey.ai/pricing
- [Read Portkey profile](https://trutool.co/tools/portkey): Read Portkey profile

### Weights & Biases
Track machine learning experiments, artifacts, and model development workflows.
Best fit: Machine learning teams building, serving, and operating model workloads.
- Experiment tracking
- Model artifacts
- Training dashboards
Before you choose: Benchmark your workload, verify model licenses and hardware requirements, and compare inference, hosting, and storage costs.
Pricing: https://wandb.ai/site/
- [Read Weights & Biases profile](https://trutool.co/tools/weights-biases): Read Weights & Biases profile