📖 The AI Tool Bible

Modal vs Replicate

A side-by-side look at pricing, capabilities, pros, cons, and our editorial scores.

 
Modal
Fine-tuning
Replicate
Fine-tuning
TaglineServerless GPUs and infra for training & serving ML.One-API platform for running and fine-tuning open-source models.
CategoryFine-tuningFine-tuning
PricingFreemium· $30/mo free credits; pay-as-you-go GPU ratesPaid· Pay-per-second of GPU time
ModelInfrastructure (any model you can host)Thousands of community + first-party models
Editorial score8.7 / 108.5 / 10
Use cases
serverless GPUfine-tuningbatch inference
model hostingfine-tuningAPI access
Pros
  • Zero-ops GPU access
  • Python-native
  • Auto-scaling
  • Honest pay-per-second pricing
  • One API, thousands of models
  • Easy fine-tuning of Llama, SD, Flux
  • Strong community
  • Predictable per-second pricing
Cons
  • Cold start latency on big models
  • Bills can surprise at scale
  • Per-second pricing can surprise
  • Hosted models vary in quality
Websitemodal.comreplicate.com
Pick Modal if
  • ✅ Zero-ops GPU access
  • ✅ Python-native
  • ✅ Auto-scaling
  • ✅ Honest pay-per-second pricing
Pick Replicate if
  • ✅ One API, thousands of models
  • ✅ Easy fine-tuning of Llama, SD, Flux
  • ✅ Strong community
  • ✅ Predictable per-second pricing
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