kitio.aiReplicate vs BentoML
A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. Replicate starts at See pricing page and BentoML starts at See pricing page. Check both pricing pages for current plans.
At a glance
Best for
Category
Pricing model
Starting price
Free plan
Made by
Based in
Rating
Key features
- Thousands of public models
- Cog model packaging
- Private deployments
- Fine-tuning
- Per-second GPU billing
- Open-source serving framework
- Open model catalog
- Autoscaling and scale-to-zero
- Bring your own cloud
- Observability and CI/CD
- Managed GPU cloud
| Feature | Replicate | BentoML |
|---|---|---|
| Best for | Run and deploy open-source AI models through a simple API | Open-source model serving and a managed platform for AI inference |
| Category | Models & APIs | Models & APIs |
| Pricing model | Paid | Freemium |
| Starting price | See pricing page | See pricing page |
| Free plan | No | Yes |
| Made by | Cloudflare | BentoML |
| Based in | United States | United States |
| Rating | No ratings yet | No ratings yet |
| Key features |
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Pricing compared
Replicate starts at See pricing page and BentoML starts at See pricing page. Check both pricing pages for current plans.
Free plan
Cheapest paid plan
Top plan
Free trial
5 plans
CPU
$0.36 / hour
- 4x CPU, 8 GB RAM
- Billed per second
Nvidia T4 GPU
$0.81 / hour
- 16 GB GPU RAM
- Billed per second
Nvidia L40S GPU
$3.51 / hour
- 48 GB GPU RAM
- Billed per second
Nvidia A100 (80GB)
$5.04 / hour
- 80 GB GPU RAM
- Billed per second
Nvidia H100 GPU
$5.49 / hour
- 80 GB GPU RAM
- Billed per second
Prices in USD, checked Oct 28, 2026 or later. Plans change often, so confirm on each tool's site before you buy.
Pros and cons
Replicate
- Huge model catalog
- Very easy API
- Good for image and video models
- Cold starts on less-used models
- Always-on GPUs get expensive
- Pricing differs per model
BentoML
- Open-source core
- Runs in your cloud or on-prem
- Supports any model architecture
- Fine-grained scaling controls
- Requires ML engineering skills
- Platform pricing not in the evidence
- Self-hosting adds operational work
Which one should you choose?
Choose Replicate if you want:
- Huge model catalog
- Very easy API
- Good for image and video models
Watch out: cold starts on less-used models.
Choose BentoML if you want:
- Open-source core
- Runs in your cloud or on-prem
- Supports any model architecture
Watch out: requires ml engineering skills.
Replicate vs BentoML FAQ
What is the difference between Replicate and BentoML?
Replicate: Run and deploy open-source AI models through a simple API. BentoML: Open-source model serving and a managed platform for AI inference. Both are models & apis tools.
Is Replicate or BentoML cheaper?
Replicate starts at See pricing page and BentoML starts at See pricing page. Check both pricing pages for current plans.
Do Replicate and BentoML have free plans?
Replicate: No. BentoML: Yes.
Who makes Replicate?
Replicate is made by Cloudflare, based in United States.
Who makes BentoML?
BentoML is made by BentoML, based in United States.
Which should I choose, Replicate or BentoML?
Choose Replicate if you value huge model catalog and very easy api. Choose BentoML if you value open-source core and runs in your cloud or on-prem.