Compare
Modal vs Replicate
Serverless GPU platform for your own Python code, rather than a catalog of ready-to-run models.
ModalServerless cloud for AI and GPU workloads in Python
ReplicateRun and fine-tune AI models with an APIWhich to pick
Pick Modal if you want…
- Serverless GPU-accelerated AI workloads
- Running custom Python AI workloads on GPUs
- Integrations with GCP Marketplace (on Modal's list, not Replicate's)
Pick Replicate if you want…
- Run and fine-tune ML models via API
- Integrations with Node or HTTP (on Replicate's list, not Modal's)
Side by side
- What it is
- Modal:Modal provides serverless cloud infrastructure for building, training, and serving Python AI workloads with on-demand GPU and CPU compute.
- Replicate:Replicate provides a cloud API to run, fine-tune, and deploy open-source and custom machine-learning models with a single line of code.
- Best for
- Modal:Serverless GPU-accelerated AI workloads
- Replicate:Run and fine-tune ML models via API
- Who it’s for
- Modal:AI engineers and data scientists building scalable Python models and pipelines
- Replicate:Developers building AI features who need easy model inference and deployment
- Pricing
- Modal:Freemium
- Replicate:Freemium
- Plans
- Modal:Starter $0 + compute · Team $250 + compute
- Replicate:—
- Works with
- Modal:Python, GCP Marketplace
- Replicate:Node, Python, HTTP
Modal features
- Pay-per-second billing. Charges only for actual CPU, GPU, memory, and network usage, billed by the second.
- Instant autoscaling. Containers spin up/down in 1-2 seconds based on request volume.
- GPU-focused compute. Supports a range of Nvidia GPUs (A100, H100, RTX PRO 6000, etc.) with per-second pricing.
- Python-first containers. Deploy any containerized Python app, ideal for inference, training, and data pipelines.
- Integrated notebooks & sandboxes. Serverless notebooks and sandboxes that burst resources only when needed.
- Enterprise features. Custom domains, static IP proxy, RBAC, SSO, audit logs, and HIPAA compliance.
Replicate features
- One-line model inference. Run any public model with a single line of code in Node, Python or HTTP.
- Fine-tune with your data. Improve existing models by training on your own datasets via the Replicate API.
- Deploy custom models. Package models with Cog to create private, scalable API endpoints.
- Pay-as-you-go pricing. Only pay for compute time or per-output token/image; no upfront fees.
- Hardware selection. Choose CPU or GPU instances (A100, H100, L40S, T4) and scale automatically.
Modal vs Replicate FAQ
Is Modal or Replicate free?+
Modal has a free plan (Starter) and paid plans. Replicate has a free plan and paid plans.
Do Modal and Replicate integrate with the same tools?+
Partly. Both list Python. Modal also lists GCP Marketplace; Replicate also lists Node and HTTP.
On DevHunt
Based on each tool's website and DevHunt data. Details may change; check the official sites.