Baseten vs Replicate
A side-by-side comparison of Baseten and Replicate, two Inference tools, drawn from Ignaite's continuously-verified listings.
Compared from listings verified as of
At a glance
The honest brief
Baseten
Pairs prebuilt Model APIs with dedicated Truss deployments and scale-to-zero, so you don't pay for idle GPUs.
- Prebuilt Model APIs for Llama, DeepSeek
- Dedicated GPU/CPU deploys for custom models
- Open-source Truss packaging format
- Production-grade observability and autoscaling
- Dedicated GPU rates run pricier than Modal
- Per-replica cost doubles for redundancy
- Engineering effort to package custom models
Replicate
Any model is a Cog container behind one API billed per second — the low-commitment way to ship a model you didn't train.
- Image, video, audio, and language models
- No idle cost, no infra to manage
- Cog packaging for custom deploys
- Fine-tuning supported
- Cold starts on less-popular models
- Per-second cost adds up at scale
- Less control than raw GPU rental