# Eden AI vs MLflow

**Leader by vioscaleAI score:** MLflow

| Attribute | Eden AI | MLflow |
|---|---|---|
| **vioscaleAI score** | 62.3 (60% (medium)) | 70.4 (67% (medium)) |
| activity.commits_last_30d | - | 100 |
| adoption.dependent_repos | - | 5,089 |
| adoption.github_stars | - | 28,260 |
| adoption.package_downloads_weekly | - | 9,993,245 |
| content.faq | `[{"answer":"Eden AI offers a single API endpoint to access hundreds of AI models across multiple providers, including language models, vision, OCR, speech, and translation capabilities. The API is OpenAI-compatible and EU-hosted with live model discovery and provider flexibility. It is indexed under Llm Gateways.","source":"https://edenai.co","question":"What is Eden AI?","confidence":0.6},{"answer":"Eden AI offers a free tier, so you can start without paying. Paid plans are also available: AI API Gateway and Advanced AI Platform. Pricing changes often, so verify at source before relying on it.","source":"https://www.edenai.co/pricing","question":"Is Eden AI free?","confidence":0.6},{"answer":"Eden AI supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://www.edenai.co/pricing","question":"What platforms does Eden AI support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Eden AI, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://edenai.co","question":"Can Eden AI be self-hosted?","confidence":0.6},{"answer":"We have confirmed 30 integrations for Eden AI, including Haystack, n8n, Make, Zapier, Activepieces, Albato, Bubble and Power Platform, plus 22 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://edenai.co","question":"What does Eden AI integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, ISO 27001 and GDPR for Eden AI. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Eden AI not holding them. Always confirm compliance directly before you rely on it.","source":"https://www.edenai.co/security","question":"What security certifications does Eden AI have?","confidence":0.7},{"answer":"Eden AI is available in the EU.","source":"https://edenai.co","question":"Where is Eden AI available?","confidence":0.75}]` | `[{"answer":"A comprehensive, open-source platform that provides experiment tracking, model registry, LLM tracing, prompt management, and deployment capabilities across the complete machine learning and AI lifecycle It is indexed under MLOps & LLMOps Tools.","source":"https://mlflow.org","question":"What is MLflow?","confidence":0.6},{"answer":"MLflow is open source, so it can be self-hosted and used at no licence cost. It is released under the Apache-2.0 licence. Pricing changes often, so verify at source before relying on it.","source":"https://mlflow.org","question":"Is MLflow free to use?","confidence":0.6},{"answer":"MLflow supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://mlflow.org","question":"What platforms does MLflow support?","confidence":0.6},{"answer":"Yes. MLflow can be deployed cloud / SaaS and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://mlflow.org","question":"Can MLflow be self-hosted?","confidence":0.6},{"answer":"We have confirmed 24 integrations for MLflow, including Databricks, AWS S3, Google Cloud Storage, Azure Storage, AzureML, Kubernetes, LangChain and Pydantic AI, plus 16 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://mlflow.org","question":"What does MLflow integrate with?","confidence":0.6},{"answer":"Yes. MLflow is published under the Apache-2.0 licence, a permissive licence that generally allows commercial use and modification. Licence terms can change between releases, so verify against the repository for the version you intend to use.","source":"https://github.com/mlflow/mlflow","question":"Is MLflow open source?","confidence":0.95}]` |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true,"on_prem":true,"self_hosted":true}` |
| description.long | A unified API platform that consolidates access to hundreds of AI models from different providers, offering integrated cost monitoring, automatic failover protection, and compliance certifications | 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. |
| features.capabilities | `{"open_source":false,"pricing_model":"usage-based-saas","rate_limiting":true,"deployment_model":"managed-SaaS","routing_strategy":"custom","automatic_failover":true,"budget_spend_controls":true,"guardrails_moderation":"built-in","openai_compatible_api":true,"request_cost_observability":true}` | `{"role":"platform","evaluation":true,"open_source":true,"managed_cloud":true,"model_serving":true,"pricing_model":"free_open_source","rate_limiting":true,"self_hostable":true,"multi_provider":true,"vpc_deployment":true,"otel_compatible":true,"deployment_model":"self-hosted","llm_observability":true,"prompt_management":true,"streaming_support":true,"architecture_model":"open_source_proxy","framework_agnostic":true,"experiment_tracking":true,"budget_spend_controls":true,"guardrails_moderation":"built-in","openai_compatible_api":true,"request_cost_observability":true,"mit_or_apache_permissive_oss_license":true,"auto_fallback_routing_on_rate_limit_or_downtime":true,"organization_wide_cost_tracking_and_chargebacks":true}` |
| integrations.count | 23 | 9 |
| integrations.list | `[{"name":"Haystack"},{"name":"n8n"},{"name":"Make"},{"name":"Zapier"},{"name":"Activepieces"},{"name":"Albato"},{"name":"Bubble"},{"name":"Power Platform"},{"name":"Lindy"},{"name":"viaSocket"},{"name":"Open WebUI"},{"name":"LibreChat"},{"name":"Continue.dev"},{"name":"Cline"},{"name":"Claude Code"},{"name":"OpenCode"},{"name":"Codex"},{"name":"OpenClaw"},{"name":"Lynkr"},{"name":"qibb"},{"name":"OpenAI"},{"name":"Mistral"},{"name":"Google"},{"name":"Anthropic"},{"name":"AWS"},{"name":"Microsoft"},{"name":"API4AI"},{"name":"DeepSeek"},{"name":"Deepgram"},{"name":"DeepL"},{"name":"Symfony AI","native":true,"category":"frameworks"},{"name":"OpenAI TypeScript / JS SDK","native":true,"category":"sdks"},{"name":"OpenAI Python SDK","native":true,"category":"sdks"}]` | `[{"name":"Databricks"},{"name":"AWS S3"},{"name":"Google Cloud Storage"},{"name":"Azure Storage"},{"name":"AzureML"},{"name":"Kubernetes"},{"name":"LangChain"},{"name":"Pydantic AI"},{"name":"Anthropic Claude"},{"name":"OpenAI"},{"name":"Google Gemini"},{"name":"SAP AI Core"},{"name":"JFrog"},{"name":"Aliyun"},{"name":"PostgreSQL"},{"name":"MySQL"},{"name":"MSSQL"},{"name":"Claude Code"},{"name":"OpenAI Codex"},{"name":"Gemini"},{"name":"Anthropic"},{"name":"Ollama"},{"name":"OpenClaw"},{"name":"Qwen Code"},{"name":"LiteLLM"},{"name":"Amazon S3"},{"name":"OpenTelemetry/OTLP"},{"name":"OpenAI-compatible endpoints"},{"name":"OpenTelemetry","native":true,"category":"observability"},{"name":"Azure ML","native":true,"category":"platform"},{"name":"AWS SageMaker","native":true,"category":"platform"},{"name":"Docker","native":true,"category":"platform"}]` |
| language.primary | - | Python |
| license.spdx | - | Apache-2.0 |
| market.availability | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"usage","plans":[{"free":false,"name":"AI API Gateway","summary":"5.5% platform fee on provider pricing","features":["Access to hundreds of AI models","Compare models by accuracy, latency, and price","Multiple API keys for different projects","Cost and performance monitoring","Chat support (48h working days)","Unlimited seats","No subscription required","No API call limits"],"components":[{"of":"AI provider costs","kind":"percentage","rate":5.5}],"description":"Self-serve plan with access to hundreds of AI models, cost and performance monitoring, multiple API keys, and unlimited seats","contactSales":false},{"free":false,"name":"Advanced AI Platform","summary":"Contact sales for custom pricing","features":["All AI API Gateway features","High rate limits and bulk discounts","Private deployments and compliance options","Custom latency and cost optimization","Dedicated support and SLA","Professional services","Custom billing structures"],"description":"Enterprise plan with custom pricing, private deployments, bulk discounts, and dedicated support for large-scale usage","contactSales":true}],"summary":"5.5% platform fee on provider pricing. Advanced plan available with custom pricing.","currency":"USD","sourceUrl":"https://www.edenai.co/pricing","retrievedAt":"2026-10-12T16:08:05.579Z"}` | `{"type":"open_source","sourceUrl":"https://mlflow.org","retrievedAt":"2026-10-05T10:15:00.395Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | commercial | open_source |
| pricing.price_level | unknown | free |
| pricing.transparent | yes | yes |
| release.cadence_days | - | 9 |
| release.history | - | `[{"url":"https://github.com/mlflow/mlflow/releases/tag/model-catalog/latest","date":"2026-04-06T05:49:14Z","type":"stable","version":"model-catalog/latest"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v2.11.5","date":"2026-09-23T06:17:56Z","type":"stable","version":"v2.11.5"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.16.1","date":"2026-09-17T02:40:08Z","type":"stable","version":"v3.16.1"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.16.0","date":"2026-09-04T08:30:54Z","type":"stable","version":"v3.16.0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.15.2","date":"2026-08-26T08:34:31Z","type":"stable","version":"v3.15.2"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.15.1","date":"2026-08-03T11:09:58Z","type":"stable","version":"v3.15.1"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.15.0","date":"2026-07-31T08:59:13Z","type":"stable","version":"v3.15.0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.14.0","date":"2026-06-17T08:50:33Z","type":"stable","version":"v3.14.0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.13.0","date":"2026-06-01T23:24:24Z","type":"stable","version":"v3.13.0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.13.0rc0","date":"2026-05-22T07:41:13Z","type":"prerelease","version":"v3.13.0rc0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/ts/v0.2.0","date":"2026-05-15T04:09:03Z","type":"stable","version":"ts/v0.2.0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.12.0","date":"2026-05-05T23:48:58Z","type":"stable","version":"v3.12.0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.12.0rc0","date":"2026-04-28T23:25:56Z","type":"prerelease","version":"v3.12.0rc0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/ts/v0.2.0-rc.1","date":"2026-04-13T09:42:04Z","type":"prerelease","version":"ts/v0.2.0-rc.1"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.11.1","date":"2026-04-08T05:29:25Z","type":"stable","version":"v3.11.1"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.11.0rc1","date":"2026-04-01T09:14:13Z","type":"prerelease","version":"v3.11.0rc1"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.11.0rc0","date":"2026-03-16T14:02:42Z","type":"prerelease","version":"v3.11.0rc0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.10.1","date":"2026-03-05T14:47:14Z","type":"stable","version":"v3.10.1"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.10.0","date":"2026-02-20T16:05:05Z","type":"stable","version":"v3.10.0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.10.0rc0","date":"2026-02-12T05:01:00Z","type":"prerelease","version":"v3.10.0rc0"}]` |
| reliability.sla_pct | 99.99 | - |
| security.certifications | `[{"name":"SOC 2","status":"active"},{"name":"ISO 27001","status":"active"}]` | - |
| security.gdpr | yes | - |
| security.iso27001 | yes | - |
| security.scorecard | - | 5.4 |
| security.soc2 | yes | - |
| security.trust_center | - | https://mlflow.org/articles/tags/ai-compliance-policies/ |
| security.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"}` |

## Capabilities (Llm Gateways)

| Capability | Eden AI | MLflow |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Openai compatible API | ✓ | ✓ |
| Automatic failover | ✓ | - |
| Routing strategy | Custom | - |
| Caching | - | - |
| Virtual key management | - | - |
| Budget spend controls | ✓ | ✓ |
| Rate limiting | ✓ | ✓ |
| Guardrails moderation | Built in | Built in |
| Request cost observability | ✓ | ✓ |
| Streaming support | - | ✓ |
| Deployment model | Managed SaaS | Self hosted |
| Open source | ✗ | ✓ |
| Pricing model | Usage based saas | free_open_source |

*Source: vioscaleAI. Generated 2026-10-16T20:02:27.570Z. "-" = undocumented, not absent.*