# MLflow vs Pinecone

| Attribute | MLflow | Pinecone |
|---|---|---|
| **vioscaleAI score** | 70.7 (68% (medium)) | 75.1 (75% (high)) |
| activity.commits_last_30d | 100 | - |
| adoption.dependent_repos | 5,089 | - |
| adoption.github_stars | 27,843 | - |
| 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 hosted vector database platform that enables developers to build AI-powered applications with vector search, retrieval-augmented generation, and semantic matching capabilities. It abstracts away infrastructure complexity with automatic scaling and pay-per-use pricing. It is indexed under Vector Databases.","source":"https://www.pinecone.io/pricing/","question":"What is Pinecone?","confidence":0.6},{"answer":"Pinecone offers a free tier, so you can start without paying. Paid plans start at $0.10 per egress. 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.pinecone.io/pricing/","question":"Is Pinecone free?","confidence":0.6},{"answer":"We have confirmed browser-based access to Pinecone. 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.pinecone.io/pricing/","question":"What platforms does Pinecone support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Pinecone, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://www.pinecone.io/pricing/","question":"Can Pinecone be self-hosted?","confidence":0.6},{"answer":"We have confirmed 15 integrations for Pinecone, including Azure OpenAI, GitHub CoPilot, Azure Marketplace, Microsoft Marketplace, AWS, Google Cloud Platform, Microsoft Azure and Google Drive, plus 7 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://www.pinecone.io/pricing/","question":"What does Pinecone integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, ISO 27001, HIPAA and GDPR for Pinecone. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Pinecone not holding them. Always confirm compliance directly before you rely on it.","source":"https://www.pinecone.io/security/","question":"What security certifications does Pinecone have?","confidence":0.7}]` |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true}` |
| description.long | 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 | A hosted vector database platform that enables developers to build AI-powered applications with vector search, retrieval-augmented generation, and semantic matching capabilities. It abstracts away infrastructure complexity with automatic scaling and pay-per-use pricing. |
| 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,"organization_wide_cost_tracking_and_chargebacks":true}` | `{"ann_index":"HNSW, DiskANN","deployment":"managed","serverless":true,"consistency":"eventual","storage_tier":"tiered","hybrid_search":true,"licence_class":"proprietary","multi_tenancy":true,"product_class":"dedicated_dbms","full_text_bm25":true,"distance_metrics":"cosine","horizontal_scale":"sharded_distributed","metadata_filtering":"post_filter"}` |
| integrations.count | 11 | 8 |
| 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":"Azure OpenAI"},{"name":"GitHub CoPilot"},{"name":"Azure Marketplace"},{"name":"Microsoft Marketplace"},{"name":"AWS","native":true,"category":"cloud_provider","direction":"bidirectional"},{"name":"Google Cloud Platform","native":true,"category":"cloud_provider","direction":"bidirectional"},{"name":"Microsoft Azure","native":true,"category":"cloud_provider","direction":"bidirectional"},{"name":"Google Drive","native":true,"category":"data_source","direction":"inbound"},{"name":"Slack","native":false,"category":"communication","direction":"bidirectional"},{"name":"Vercel","native":false,"category":"hosting","direction":"bidirectional"},{"name":"Claude","native":false,"category":"llm","direction":"bidirectional"},{"name":"Datadog","native":true,"category":"monitoring","direction":"outbound"},{"name":"Prometheus","native":true,"category":"monitoring","direction":"outbound"},{"name":"GCP","native":true},{"name":"Azure","native":true},{"name":"Cursor","native":false,"category":"ide"},{"name":"Vercel AI SDK","native":true,"category":"development","direction":"bidirectional"}]` |
| language.primary | Python | - |
| license.spdx | Apache-2.0 | - |
| market.availability | - | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"web":true}` |
| pricing | `{"type":"open_source","freeTier":true,"sourceUrl":"https://mlflow.org","retrievedAt":"2026-08-14T21:35:48.733Z"}` | `{"type":"hybrid","plans":[{"free":true,"name":"Starter","summary":"Free","features":["Dense, Sparse, and Full-Text Indexes","Console Metrics","Community Support via Discord","USA region only"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"For trying out and for small applications","contactSales":false,"includedLimits":{"egress":"1GB/mo","indexes":"5","storage":"2GB","namespaces":"100 per index","read_units":"1M/mo","write_units":"2M/mo","input_tokens":"500k/mo","output_tokens":"300k/mo","reranking_requests":"500/mo","inference_embedding_tokens":"5M/mo"}},{"free":false,"name":"Builder","summary":"$20/month flat","features":["Everything in Starter","Increased usage limits","Multiple projects and users","Any cloud and region","Prometheus and Datadog monitoring","Free support, with response SLAs via Developer/Pro support add-on"],"components":[{"kind":"fixed","amount":20,"period":"month","currency":"USD"}],"description":"For solo developers and small teams","contactSales":false,"includedLimits":{"egress":"10GB/mo","indexes":"10 per project","storage":"10GB","namespaces":"1,000 per index","write_units":"5M/mo","output_tokens":"1M/mo","reranking_requests":"1,000/mo","inference_embedding_tokens":"10M/mo"}},{"free":false,"name":"Standard","summary":"$50/month minimum + usage-based. 3-week free trial with $300 credits.","features":["Everything in Builder","Unlimited storage","Pay-as-you-go Database On-Demand, Inference, and Assistant usage","Dedicated Read Nodes","Import from object storage","Backup and Restore","RBAC","SSO (SAML 2.0)","HIPAA add-on available"],"components":[{"kind":"fixed","amount":50,"period":"month","currency":"USD"},{"per":{"qty":1,"unit":"GB"},"kind":"metered","unit":"storage","amount":0.33,"currency":"USD"},{"per":{"qty":1,"unit":"million"},"kind":"metered","unit":"write_units","amount":4,"currency":"USD"},{"per":{"qty":1,"unit":"million"},"kind":"metered","unit":"read_units","amount":16,"currency":"USD"},{"per":{"qty":1,"unit":"GB"},"kind":"metered","unit":"egress","amount":0.1,"currency":"USD"}],"description":"For production applications at any scale","contactSales":false,"includedLimits":{"indexes":"20 per project","storage":"Unlimited","namespaces":"200 per index"}},{"free":false,"name":"Enterprise","summary":"$500/month minimum + usage-based","features":["Everything in Standard","99.95% Uptime SLA","Bring Your Own Cloud (BYOC)","Private Endpoints","Customer Managed Encryption Keys","Audit Logs","Service Accounts","SAML roles","SCIM","HIPAA Compliance included"],"components":[{"kind":"fixed","amount":500,"period":"month","currency":"USD"}],"description":"For mission-critical production applications","contactSales":false,"includedLimits":{"indexes":"200 per project","uptime_sla":"99.95%"}},{"free":false,"name":"Bring Your Own Cloud","summary":"Custom pricing","features":["Pinecone runs in customer's cloud account and VPC","Zero-access operations – no SSH, VPN, or inbound access","Outbound-only operations with auditable trail","AWS PrivateLink, GCP Private Service Connect, or Azure Private Link"],"description":"For organizations requiring the highest level of security and control","contactSales":true}],"addOns":[{"name":"HIPAA add-on","components":[{"kind":"fixed","amount":190,"period":"month","currency":"USD"}]}],"summary":"Free tier available. Paid plans from $20/month; production plans $50–$500/month minimum plus usage-based charges.","currency":"USD","freeTier":true,"sourceUrl":"https://www.pinecone.io/pricing/","retrievedAt":"2026-09-03T18:00:54.251Z","freeTrialDays":21,"startingPrice":{"amount":20,"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":20,"currency":"USD"}` |
| pricing.transparent | yes | yes |
| release.cadence_days | 10 | - |
| 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/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"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.9.0","date":"2026-01-29T08:49:56Z","type":"stable","version":"v3.9.0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.9.0rc0","date":"2026-01-16T04:48:57Z","type":"prerelease","version":"v3.9.0rc0"}]` | - |
| reliability.sla_pct | - | 99.95 |
| reliability.status_page | - | yes |
| security.certifications | - | `[{"name":"SOC 2 Type II","level":"Type II","status":"active"}]` |
| security.gdpr | - | yes |
| security.hipaa | - | yes |
| security.iso27001 | - | yes |
| security.scorecard | 5.5 | - |
| security.soc2 | - | yes |
| security.trust_center | https://mlflow.org/articles/tags/ai-compliance-policies/ | https://www.pinecone.io/security/ |
| 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"}` | - |

*Source: vioscaleAI. Generated 2026-09-21T11:46:49.643Z. "-" = undocumented, not absent.*