# MLflow vs TrueFoundry AI Gateway

**Leader by vioscaleAI score:** MLflow

| Attribute | MLflow | TrueFoundry AI Gateway |
|---|---|---|
| **vioscaleAI score** | 70.4 (67% (medium)) | 62.5 (76% (high)) |
| 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":"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}]` | `[{"answer":"A runtime system that manages the complete agent lifecycle—model invocation, tool integration, sandboxing, session management—and exposes it through APIs and UI components. Supports multiple model providers and deployment options. It is indexed under Llm Gateways.","source":"https://www.truefoundry.com","question":"What is TrueFoundry AI Gateway?","confidence":0.6},{"answer":"TrueFoundry AI Gateway is open source, so it can be self-hosted and used at no licence cost. A commercial or hosted edition starts at $2999 per month. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://www.truefoundry.com/es/pricing","question":"Is TrueFoundry AI Gateway free to use?","confidence":0.6},{"answer":"We have confirmed browser-based access to TrueFoundry AI Gateway. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://www.truefoundry.com","question":"What platforms does TrueFoundry AI Gateway support?","confidence":0.6},{"answer":"Yes. TrueFoundry AI Gateway can be deployed on-premise and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://www.truefoundry.com","question":"Can TrueFoundry AI Gateway be self-hosted?","confidence":0.6},{"answer":"We have confirmed 8 integrations for TrueFoundry AI Gateway, including Grafana, Datadog, Prometheus, OpenTelemetry, OpenAI, Anthropic, Google Gemini and Daytona. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://www.truefoundry.com","question":"What does TrueFoundry AI Gateway integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, HIPAA and GDPR for TrueFoundry AI Gateway. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as TrueFoundry AI Gateway not holding them. Always confirm compliance directly before you rely on it.","source":"https://www.truefoundry.com/de/security-whitepaper","question":"What security certifications does TrueFoundry AI Gateway have?","confidence":0.7},{"answer":"TrueFoundry AI Gateway is available worldwide. Its primary markets are the United States and the EU.","source":"https://www.truefoundry.com/es/pricing","question":"Where is TrueFoundry AI Gateway available?","confidence":0.75}]` |
| deployment.options | `{"cloud":true,"on_prem":true,"self_hosted":true}` | `{"cloud":true,"hybrid":true,"on_prem":true,"air_gapped":true,"self_hosted":true}` |
| description.long | 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. | A platform providing a central gateway for connecting various AI models and MCP services with features for cost management, security, and operational visibility across your infrastructure |
| features.capabilities | `{"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}` | `{"open_source":true,"pricing_model":"usage-based-saas","rate_limiting":true,"deployment_model":"managed-SaaS","routing_strategy":"custom","streaming_support":true,"automatic_failover":true,"budget_spend_controls":true,"guardrails_moderation":"via-integration","openai_compatible_api":true,"request_cost_observability":true}` |
| integrations.count | 9 | 9 |
| integrations.list | `[{"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"}]` | `[{"name":"Grafana"},{"name":"Datadog"},{"name":"Prometheus"},{"name":"OpenTelemetry"},{"name":"OpenAI","native":true,"category":"model_provider"},{"name":"Anthropic","native":true,"category":"model_provider"},{"name":"Google Gemini","native":true,"category":"model_provider"},{"name":"Daytona","native":true,"category":"code_execution"},{"name":"Google","native":true,"direction":"outbound"},{"name":"Azure","native":true,"direction":"outbound"},{"name":"AWS","native":true,"direction":"outbound"},{"name":"Bedrock","native":true,"direction":"outbound"}]` |
| language.primary | Python | - |
| license.spdx | Apache-2.0 | - |
| market.availability | - | `{"primaryMarkets":["US","EU"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"web":true}` |
| pricing | `{"type":"open_source","sourceUrl":"https://mlflow.org","retrievedAt":"2026-10-05T10:15:00.395Z"}` | `{"type":"hybrid","plans":[{"free":true,"name":"Developer","summary":"Free forever","features":["Up to 3 users","10K requests & tool calls per user per month","LLM & MCP Gateway","Prompts, skills & agent registry","7-day log retention","Community support"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"For individuals prototyping AI workflows","contactSales":false,"includedLimits":{"requests":"10k/user/month"}},{"free":false,"name":"Pro","summary":"$25/user/month with 7 days free trial, includes 20K requests per user, overage $20 per 100K","features":["Unlimited users","20K requests & tool calls per user per month","Built-in guardrails","Budget limiting","30-day log retention","SSO & custom roles","Dedicated Support portal"],"components":[{"kind":"per_unit","unit":"seat","amount":25,"period":"month","currency":"USD"},{"per":{"qty":100000,"unit":"requests"},"kind":"metered","amount":20,"currency":"USD"}],"description":"For teams shipping AI to production","contactSales":false,"includedLimits":{"requests":"20k/user/month"}},{"free":false,"name":"Enterprise","summary":"Custom annual pricing, contact sales","features":["Custom log retention & audit exports","External IdP mapping","Third-party guardrails & advanced observability","VPC, on-prem & data residency","Priority support, SLA & onboarding"],"commitment":"annual","description":"For organizations running AI at scale","contactSales":true}],"addOns":[{"name":"Third-party guardrails"}],"summary":"Free tier available. Pro starts at $25/user/month with 20K requests per user included and $20 per 100K overage. Enterprise custom pricing.","currency":"USD","freeTier":true,"sourceUrl":"https://www.truefoundry.com/fr/pricing","retrievedAt":"2026-10-13T11:22:04.360Z","freeTrialDays":7,"startingPrice":{"unit":"seat","amount":25,"period":"month","currency":"USD"},"billingPeriods":["month"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | open_source | freemium |
| pricing.price_level | free | mid |
| pricing.starting_price | - | `{"amount":25,"currency":"USD"}` |
| 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"}]` | - |
| security.certifications | - | `[{"name":"SOC 2","status":"active"}]` |
| security.gdpr | - | yes |
| security.hipaa | - | yes |
| security.scorecard | 5.4 | - |
| security.soc2 | - | yes |
| security.trust_center | https://mlflow.org/articles/tags/ai-compliance-policies/ | https://www.truefoundry.com/de/security-whitepaper |
| 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 | MLflow | TrueFoundry AI Gateway |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Openai compatible API | ✓ | ✓ |
| Automatic failover | - | ✓ |
| Routing strategy | - | Custom |
| Caching | - | - |
| Virtual key management | - | - |
| Budget spend controls | ✓ | ✓ |
| Rate limiting | ✓ | ✓ |
| Guardrails moderation | Built in | Via integration |
| Request cost observability | ✓ | ✓ |
| Streaming support | ✓ | ✓ |
| Deployment model | Self hosted | Managed SaaS |
| Open source | ✓ | ✓ |
| Pricing model | free_open_source | Usage based saas |

*Source: vioscaleAI. Generated 2026-10-16T19:19:25.168Z. "-" = undocumented, not absent.*