Comparison

Replicate vs vLLM

On the evidence we track, vLLM leads this comparison with a composite score of 68/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Replicate full profile →vLLM full profile →

Machine formatsJSON Markdown GraphQLor send Accept: application/json

Replicate52

★vLLM68

Attribute comparison across 2 tools
Attribute	Replicate	vLLMLeader
Vioscale score	52 / 100low · 41%updating	68 / 100medium · 67%updating
Pricing
Free tierpricing.free_tier	✓	✓
Modelpricing.model	commercial	open_source
Price levelpricing.price_level	unknown	free
Transparentpricing.transparent	✗	✓
Integrations
Countintegrations.count	8	29
Security
Vulnerabilitiessecurity.vulnerabilities	-	Count: 62 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=vllm&per_page=100 · Last 12m: 37 · Max severity: CRITICAL
Reliability
Status pagereliability.status_page	✓	-
Adoption
Dependent reposadoption.dependent_repos	-	5
Github starsadoption.github_stars	-	90,137
Package downloads weeklyadoption.package_downloads_weekly	-	1,098,710
Activity
Commits last 30dactivity.commits_last_30d	-	100
Release
Cadence daysrelease.cadence_days	-	9
Historyrelease.history	-	20 items
License
Spdxlicense.spdx	-	Apache-2.0
Language
Primarylanguage.primary	-	Python
Market
Availabilitymarket.availability	Available worldwide · Popular in US	Available worldwide

Score

Vioscale score

Replicate52 / 100low · 41%updating

vLLM68 / 100medium · 67%updating

Pricing

Free tier

Replicate✓

vLLM✓

Model

Replicatecommercial

vLLMopen_source

Price level

Replicateunknown

vLLMfree

Transparent

Replicate✗

vLLM✓

Integrations

Count

Replicate8

vLLM29

Security

Vulnerabilities

Replicate–

vLLMCount: 62 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=vllm&per_page=100 · Last 12m: 37 · Max severity: CRITICAL

Reliability

Status page

Replicate✓

vLLM–

Adoption

Dependent repos

Replicate–

vLLM5

Github stars

Replicate–

vLLM90,137

Package downloads weekly

Replicate–

vLLM1,098,710

Activity

Commits last 30d

Replicate–

vLLM100

Release

Cadence days

Replicate–

vLLM9

History

Replicate–

vLLM20 items

License

Spdx

Replicate–

vLLMApache-2.0

Language

Primary

Replicate–

vLLMPython

Market

Availability

ReplicateAvailable worldwide · Popular in US

vLLMAvailable worldwide

Capabilities

Feature-by-feature on the axes that matter for mlops & llmops tools. “-” means undocumented, not absent.

Capability comparison for MLOps & LLMOps Tools
Capability	Replicate	vLLM
Core
Tool role	Model serving	Model serving
Deployment
Self-hostable / OSS core	✓	✓
Managed cloud available	✓	✗
On-prem / VPC deployment	✓	✓
Observability
LLM tracing / observability	✓	✓
Evaluation (offline / LLM-judge / human)	-	-
Dev
Prompt management + versioning	-	-
Tracking
Experiment tracking / model registry	✓	-
Serving
Model serving / inference endpoint	✓	✓
Interop
OpenTelemetry / OpenLLMetry compatible	-	✓
Framework-agnostic	✓	✓
Gateway
Multi-provider model support	✓	✓
Data
No-train-on-customer-data guarantee	Unknown	-

Core

Tool role

ReplicateModel serving

vLLMModel serving

Deployment

Self-hostable / OSS core

Replicate✓

vLLM✓

Managed cloud available

Replicate✓

vLLM✗

On-prem / VPC deployment

Replicate✓

vLLM✓

Observability

LLM tracing / observability

Replicate✓

vLLM✓

Evaluation (offline / LLM-judge / human)

Replicate-

vLLM-

Dev

Prompt management + versioning

Replicate-

vLLM-

Tracking

Experiment tracking / model registry

Replicate✓

vLLM-

Serving

Model serving / inference endpoint

Replicate✓

vLLM✓

Interop

OpenTelemetry / OpenLLMetry compatible

Replicate-

vLLM✓

Framework-agnostic

Replicate✓

vLLM✓

Gateway

Multi-provider model support

Replicate✓

vLLM✓

Data

No-train-on-customer-data guarantee

ReplicateUnknown

vLLM-

What each one is

The product in its own terms, so the numbers below have context.

Replicate

Replicate is an infrastructure platform that lets you run state-of-the-art AI models through a simple API or deploy your own custom models. It automatically handles containerization, scaling, and resource allocation, charging only for compute used.

Independently observed

vLLM

Leader

An open-source framework that provides optimized LLM inference with low latency and high throughput. It includes continuous batching, memory-efficient attention mechanisms, quantization support, and distributed serving across diverse hardware platforms.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Replicate

from $0.00/moUsage-basedFree tier

Usage-based: public models from $0.01–$0.25 per output token/image/second; private models from $0.09–$40.32/hr. Free tier available.

Public ModelsPer-token or per-output pricing varies by model
- Run public models
- Text-to-image generation
- Image editing and restoration
- Video generation
- Speech generation
- +2 more
Private Models$0.09–$20.16/hr depending on hardware
- Dedicated hardware (no shared queue)
- Auto-scaling
- Custom model deployment
- Hourly billing available
Fast Booting Fine-TunesActive processing time only
- Fine-tuned model deployment
- No idle time billing

as of 2026-08-03verify ↗

vLLM

Leader

Open sourceFree tier

as of 2026-08-14verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platform and deployment support comparison
Supports	Replicate	vLLM
WebPlatforms	✓	✗
LinuxPlatforms	✗	✓
CLIPlatforms	✓	✓
Cloud / SaaSDeployment	✓	✓
Self-hostedDeployment	✓	✓
On-premiseDeployment	✓	✓

Platforms

Web

Replicate✓

vLLM✗

Linux

Replicate✗

vLLM✓

CLI

Replicate✓

vLLM✓

Deployment

Cloud / SaaS

Replicate✓

vLLM✓

Self-hosted

Replicate✓

vLLM✓

On-premise

Replicate✓

vLLM✓

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

In common (1)

HuggingFace

Replicate

10 total - 9 not shared

Google
OpenAI
ByteDance
Black Forest Labs
Anthropic
Alibaba
Krea
GitHub
Docker

Independently observed

vLLM

Leader

32 total - 31 not shared

NVIDIA Dynamo
OpenAI-compatible API
Anthropic Messages API
FlashAttention
FlashInfer
CUTLASS
torch.compile
gRPC
GPTQ
AWQ
GGUF
ModelOpt
TorchAO
OpenAI API
Kubernetes
PyTorch
Ray
OpenTelemetry
Prometheus
FastAPI
Transformers
Outlines
Google Cloud TPU
Intel Gaudi
+7 more

Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.