Comparison

Gravitee vs MLflow

On the evidence we track, MLflow leads this comparison with a composite score of 70/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Gravitee full profile →MLflow full profile →

Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.

Gravitee45

★MLflow70

Attribute comparison across 2 tools
Attribute	Gravitee	MLflowLeader
vioscaleAI score	45 / 100medium · 74%	70 / 100medium · 67%
Pricing
Free tierpricing.free_tier	✗	✓
Modelpricing.model	commercial	open_source
Price levelpricing.price_level	high	free
Starting pricepricing.starting_price	$2,500	-
Transparentpricing.transparent	✓	✓
Integrations
Countintegrations.count	21	9
Security
Gdprsecurity.gdpr	✓	-
Iso27001security.iso27001	✓	-
Scorecardsecurity.scorecard	-	5.4
Trust centersecurity.trust_center	https://www.gravitee.io/blog/trusted-on-behalf-of-agent-delegation-in-gravitee-4.11	https://mlflow.org/articles/tags/ai-compliance-policies/
Vulnerabilitiessecurity.vulnerabilities	-	Count: 82 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=mlflow&per_page=100 · Last 12m: 29 · Max severity: CRITICAL
Reliability
Sla pctreliability.sla_pct	99.9	-
Adoption
Dependent reposadoption.dependent_repos	-	5,089
Github starsadoption.github_stars	-	28,260
Package downloads weeklyadoption.package_downloads_weekly	-	9,993,245
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 GB, US, FR	-
Content
Faqcontent.faq	7 items	6 items

Score

vioscaleAI score

Gravitee45 / 100medium · 74%

MLflow70 / 100medium · 67%

Pricing

Free tier

Gravitee✗

MLflow✓

Model

Graviteecommercial

MLflowopen_source

Price level

Graviteehigh

MLflowfree

Starting price

Gravitee$2,500

MLflow–

Transparent

Gravitee✓

MLflow✓

Integrations

Count

Gravitee21

MLflow9

Security

Gdpr

Gravitee✓

MLflow–

Iso27001

Gravitee✓

MLflow–

Scorecard

Gravitee–

MLflow5.4

Trust center

Graviteehttps://www.gravitee.io/blog/trusted-on-behalf-of-agent-delegation-in-gravitee-4.11

MLflowhttps://mlflow.org/articles/tags/ai-compliance-policies/

Vulnerabilities

Gravitee–

MLflowCount: 82 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=mlflow&per_page=100 · Last 12m: 29 · Max severity: CRITICAL

Reliability

Sla pct

Gravitee99.9

MLflow–

Adoption

Dependent repos

Gravitee–

MLflow5,089

Github stars

Gravitee–

MLflow28,260

Package downloads weekly

Gravitee–

MLflow9,993,245

Activity

Commits last 30d

Gravitee–

MLflow100

Release

Cadence days

Gravitee–

MLflow9

History

Gravitee–

MLflow20 items

License

Spdx

Gravitee–

MLflowApache-2.0

Language

Primary

Gravitee–

MLflowPython

Market

Availability

GraviteeAvailable worldwide · Popular in GB, US, FR

MLflow–

Content

Faq

Gravitee7 items

MLflow6 items

Capabilities

Feature-by-feature on the axes that matter for ai gateway security. “-” means undocumented, not absent.

Capability comparison for AI Gateway Security
Capability	Gravitee	MLflow
Capabilities
Architecture model	Managed cloud saas	Open source proxy
Universal API key for 100 plus LLM providers	✗	-
Auto fallback routing on rate limit or downtime	✗	✓
Semantic caching for repeat queries and cost savings	✗	-
Organization wide cost tracking and chargebacks	✓	✓
Custom rate limiting by user or tenant id	✓	-
Pii redaction and data masking in flight	✓	-
Streaming token support server sent events	✓	-
Bring your own keys byok routing	✗	-
Zero data retention and prompt logging opt out	✗	-
SOC2 type ii	✗	-
Mit or apache permissive oss license	✓	✓
Pricing model	Volume tiered saas	Free open source

Capabilities

Architecture model

GraviteeManaged cloud saas

MLflowOpen source proxy

Universal API key for 100 plus LLM providers

Gravitee✗

MLflow-

Auto fallback routing on rate limit or downtime

Gravitee✗

MLflow✓

Semantic caching for repeat queries and cost savings

Gravitee✗

MLflow-

Organization wide cost tracking and chargebacks

Gravitee✓

MLflow✓

Custom rate limiting by user or tenant id

Gravitee✓

MLflow-

Pii redaction and data masking in flight

Gravitee✓

MLflow-

Streaming token support server sent events

Gravitee✓

MLflow-

Bring your own keys byok routing

Gravitee✗

MLflow-

Zero data retention and prompt logging opt out

Gravitee✗

MLflow-

SOC2 type ii

Gravitee✗

MLflow-

Mit or apache permissive oss license

Gravitee✓

MLflow✓

Pricing model

GraviteeVolume tiered saas

MLflowFree open source

What each one is

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

Gravitee

A platform for designing, securing, and governing APIs, event streams, and AI agents through a single control plane. Supports multiple deployment options including self-hosted, hybrid, and fully managed cloud environments.

Independently observed

MLflow

Leader

A comprehensive platform that helps teams debug, evaluate, monitor, and optimize production AI applications. Provides experiment tracking, prompt management, model deployment, systematic evaluation tools, and a unified API gateway for managing access to multiple LLM providers with cost controls.

Independently observed

Pricing

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

Gravitee

from $2500/moSubscription

From $2,500/month

Planet$2,500/month
- Unlimited Users
- 1 Production + 1 Non-production Gateway
- 1 module of your choice
- Standard Features
- Gold Support
GalaxyContact sales
- 2 Production + 2 Non-production Gateways
- Enterprise Features
- Add a second module
- Self-hosted, hybrid, or full SaaS
- Consumption Model available
- +1 more
UniverseContact sales
- 4+ Production + 4+ Non-production Gateways
- 2 modules included, add as many as you need
- Technical Account Manager
- Platinum Support

as of 2026-10-12verify ↗

MLflow

Leader

Open source

as of 2026-10-05verify ↗

Platform & deployment

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

Platform and deployment support comparison
Supports	Gravitee	MLflow
WebPlatforms	✓	✓
LinuxPlatforms	✓	✗
CLIPlatforms	✓	✓
Cloud / SaaSDeployment	✓	✓
Self-hostedDeployment	✓	✓
On-premiseDeployment	✓	✓
HybridDeployment	✓	✗

Platforms

Web

Gravitee✓

MLflow✓

Linux

Gravitee✓

MLflow✗

CLI

Gravitee✓

MLflow✓

Deployment

Cloud / SaaS

Gravitee✓

MLflow✓

Self-hosted

Gravitee✓

MLflow✓

On-premise

Gravitee✓

MLflow✓

Hybrid

Gravitee✓

MLflow✗

Integrations

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

Gravitee

29 total

Kafka
MQTT
Solace
RabbitMQ
Confluent
AWS API Gateway
Azure
IBM
Apigee
Auth0
Okta
AWS Cognito
OAuth2
SAML
mTLS
GraphQL
WebSocket
REST
SOAP
AWS
Webhook
gRPC
OAuth
OpenFGA
+5 more

Independently observed

MLflow

Leader

32 total

Databricks
AWS S3
Google Cloud Storage
Azure Storage
AzureML
Kubernetes
LangChain
Pydantic AI
Anthropic Claude
OpenAI
Google Gemini
SAP AI Core
JFrog
Aliyun
PostgreSQL
MySQL
MSSQL
Claude Code
OpenAI Codex
Gemini
Anthropic
Ollama
OpenClaw
Qwen Code
+8 more

Independently observed

Still deciding?

Gravitee or MLflow: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

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