# Amazon Bedrock vs MLflow

| Attribute | Amazon Bedrock | MLflow |
|---|---|---|
| **vioscaleAI score** | 66.9 (54% (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":"A cloud-based platform for developing and operating generative AI applications using foundation models that can be customized with your own data through knowledge bases and fine-tuning. Includes cost optimization, security controls, and compliance certifications to reduce hallucinations and ensure data privacy. It is indexed under AI Gateway Security.","source":"https://aws.amazon.com/bedrock/pricing/","question":"What is Amazon Bedrock?","confidence":0.6},{"answer":"We have confirmed browser-based access to Amazon Bedrock. 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://aws.amazon.com/bedrock/pricing/","question":"What platforms does Amazon Bedrock support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Amazon Bedrock, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://aws.amazon.com/bedrock/pricing/","question":"Can Amazon Bedrock be self-hosted?","confidence":0.6},{"answer":"We have confirmed 13 integrations for Amazon Bedrock, including Asana, Brave Search API, Pokee AI, Tailscale, 1Password, Trend Micro Vision One, Orca Security and Suger Cloud Marketplace Platform, plus 5 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://aws.amazon.com/bedrock/pricing/","question":"What does Amazon Bedrock integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, ISO 27001, HIPAA and GDPR for Amazon Bedrock. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Amazon Bedrock not holding them. Always confirm compliance directly before you rely on it.","source":"https://aws.amazon.com/compliance/?nc2=h_dsc_aa_cmp","question":"What security certifications does Amazon Bedrock have?","confidence":0.7},{"answer":"Amazon Bedrock is available worldwide. The vendor is headquartered in the United States.","source":"https://aws.amazon.com/bedrock/pricing/","question":"Where is Amazon Bedrock 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}` | `{"cloud":true,"on_prem":true,"self_hosted":true}` |
| description.long | AWS's managed service for creating generative AI applications and agents at scale, enabling organizations to customize models with their data, automate workflows, and deliver personalized experiences while maintaining strict control over sensitive information and security. | 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 | `{"soc2_type_ii":false,"architecture_model":"managed_cloud_saas","bring_your_own_keys_byok_routing":false,"mit_or_apache_permissive_oss_license":false,"pii_redaction_and_data_masking_in_flight":false,"custom_rate_limiting_by_user_or_tenant_id":false,"streaming_token_support_server_sent_events":false,"universal_api_key_for_100_plus_llm_providers":false,"zero_data_retention_and_prompt_logging_opt_out":true,"auto_fallback_routing_on_rate_limit_or_downtime":false,"organization_wide_cost_tracking_and_chargebacks":false,"semantic_caching_for_repeat_queries_and_cost_savings":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 | 7 | 9 |
| integrations.list | `[{"name":"Asana"},{"name":"Brave Search API"},{"name":"Pokee AI"},{"name":"Tailscale"},{"name":"1Password"},{"name":"Trend Micro Vision One"},{"name":"Orca Security"},{"name":"Suger Cloud Marketplace Platform"},{"name":"Aurora Endpoint Defense"},{"name":"Aurora Protect"},{"name":"Cast AI"},{"name":"LucidLink"},{"name":"Vanta"},{"name":"MongoDB Atlas","category":"database"},{"name":"Databricks","category":"data_platform"},{"name":"CrowdStrike","category":"security"},{"name":"TrendAI","category":"security"}]` | `[{"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":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"usage","plans":[{"free":false,"name":"Standard Tier","summary":"Pay-per-use: per million tokens for inference, hourly for fine-tuning, $1/1000 API calls for retrieval, $0.21 per human evaluation task, $0.01 per page for data processing","features":["Model inference","Fine-tuning with reinforcement learning","Model evaluation","Data automation for documents and audio","Prompt caching","Intelligent prompt routing","Model distillation","Knowledge bases","Agentic retrieval"],"components":[{"per":{"qty":1000,"unit":"Retrieve API calls"},"kind":"metered","amount":1,"currency":"USD"},{"per":{"qty":1,"unit":"completed human evaluation task"},"kind":"metered","amount":0.21,"currency":"USD"},{"per":{"qty":1,"unit":"page processed by Data Automation"},"kind":"metered","amount":0.01,"currency":"USD"}],"description":"Usage-based pricing across inference, fine-tuning, evaluation, and data processing","contactSales":false}],"summary":"Usage-based pricing with costs based on tokens processed, API calls made, and data processed","currency":"USD","freeTier":false,"sourceUrl":"https://aws.amazon.com/bedrock/pricing/","retrievedAt":"2026-10-02T10:59:39.050Z","startingPrice":{"unit":"page processed by Data Automation","amount":0.01,"currency":"USD"}}` | `{"type":"open_source","sourceUrl":"https://mlflow.org","retrievedAt":"2026-10-05T10:15:00.395Z"}` |
| pricing.free_tier | no | yes |
| pricing.model | commercial | open_source |
| pricing.price_level | low | free |
| pricing.starting_price | `{"amount":0.01,"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","status":"active"},{"name":"ISO","status":"active"},{"name":"CSA STAR Level 2","level":"Level 2","status":"active"},{"name":"FedRAMP","level":"High","status":"active"}]` | - |
| security.disclosure_policy | yes | - |
| security.fedramp | yes | - |
| security.gdpr | yes | - |
| security.hipaa | yes | - |
| security.iso27001 | yes | - |
| security.scorecard | - | 5.4 |
| security.soc2 | yes | - |
| security.trust_center | https://aws.amazon.com/compliance/ | 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 (AI Gateway Security)

| Capability | Amazon Bedrock | 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 | - | Free open source |

*Source: vioscaleAI. Generated 2026-10-16T18:31:49.148Z. "-" = undocumented, not absent.*