Open source focus
Open Source Alternatives to Snorkel AI
60 open source Data Layer for Specialized AI options similar to Snorkel AI, ranked by named competitors first, sector overlap, and our 0-100 AI-readiness score. Each profile notes license and self-hosting where we have it.
Databricks82Data AnalyticsSan Francisco, United States$31.7BOpen source · Self-hostable
Weights & Biases (W&B)63MLOpsSan Francisco, United States$521.0MOpen source
Comet59MLOpsNew York, United States$75.0MOpen source
KiloClaw54Artificial IntelligenceOpen source · Self-hostable
Synthesized51Synthetic Data GenerationLondon, United Kingdom$32.8MOpen source
ScaleKit42MLOpsSan Francisco, United States$5.5MOpen source
Batchfoundry5AI InfrastructureOpen source
Weights & Biases66AI InfrastructureSan Francisco, United StatesOpen source
Aerospike63DatabaseSunnyvale, United States$161.0MOpen source
Domino Data Lab, Inc.63AI GovernanceNew York, United States$100.5MOpen source
Fiddler Labs, Inc.62MLOpsMountain View, United States$39.0MOpen source
Baseten57MLOpsSan Francisco, United States$2.3BOpen source
Paperspace55AI InfrastructureNew York, United States$166.5MOpen source
OpsMill55Artificial IntelligencePalo Alto, USA$26.0MOpen source
Superwise.ai54DataTel Aviv, Israel$4.5MOpen source
Feast AI54MLOpsSan Francisco, United StatesOpen source · Self-hostable
MosaicML (now Databricks)54Foundation ModelSan Francisco, United States$21.7MOpen source
DataCebo54Generative AIBoston, United States$11.5MOpen source
Vellum54Synthetic Data GenerationSan Francisco, United States$15.0MOpen source
Visual Layer50DatabaseTel Aviv, Israel$7.0MOpen source · Self-hostable
Kestra49Data OrchestrationParis, France$36.0MOpen source · Self-hostable
Fiddler Labs48AI ObservabilityMountain View, United StatesOpen source
Featherless.ai48Artificial IntelligenceSan Francisco, USA$20.0MOpen source · Self-hostable
Doubleword44AI InfrastructureLondon, United Kingdom$15.0MOpen source
JarvisLabs.ai43MLOpsSan Francisco, United StatesOpen source
Microsoft43Operating SystemRedmond, United StatesOpen source
Cognee42Artificial IntelligenceBerlin, Germany$7.5MOpen source
Neptune41MLOpsNew York, United States$11.0MOpen source
OuterBounds Technologies, Inc.41MLOpsSan Francisco, United StatesOpen source
Catercore35AI InfrastructureSan Francisco, United StatesOpen source
- YDYData33EnterpriseSeattle, United States
Open source
- SOSource32AI InfrastructureSan Francisco, United States$24.0M
Open source · Self-hostable
P3rsona18AI InfrastructureOpen source
MCP.so10Developer ToolsOpen source · Self-hostable
Google Cloud Vertex AI8MLOpsMountain View, United StatesOpen source
- V7V7 Darwin2Computer VisionLondon, United Kingdom
Open source
ChamsAI InfrastructureOpen source
RolledalloysAI InfrastructureOpen source
HindcloudAI InfrastructureSan Francisco, United States$1.0MOpen source
RadarforgeSynthetic Data GenerationTel Aviv, IsraelOpen source
ThethirdbrainAI InfrastructureOpen source
DrivecorpsAI InfrastructureOpen source
EnttrackAI InfrastructureTel Aviv, IsraelOpen source
SandlmFoundation ModelOpen source
Ai SquareEdge AIParis, FranceOpen source
GlovityAI InfrastructureOpen source
VAST Data85StorageNew York, United States$881.0MOpen source
NemoClaw75Artificial IntelligenceOpen source · Self-hostable
WekaIO70ComputingCampbell, United States$565.0MOpen source
Pinecone69AI InfrastructureSan Francisco, United States$138.0MOpen source
LogicGate Risk Cloud68GRCChicago, United States$269.0MOpen source
Tecton, Inc.67MLOpsSan Francisco, United States$257.0MOpen source
Starburst67AIBoston, United States$414.0MOpen source · Self-hostable
Arize AI65AI ObservabilityBerkeley, United StatesOpen source
H2O.ai64Foundation ModelMountain View, United States$228.1MOpen source · Self-hostable
ClearML64AutoMLTel Aviv, Israel$11.0MOpen source · Self-hostable
Lakera AI AG63AI SecurityBerlin, Germany$12.0MOpen source
Replicate60AI InfrastructureSan Francisco, United StatesOpen source
Overops59EnterpriseSan Francisco, United States$49.5MOpen source
Modular58AI InfrastructureSan Francisco, United States$380.0MOpen source
| Company | Sector | License | HQ | Funding | Score |
|---|---|---|---|---|---|
| Databricks | Data Analytics | Open source · Self-hostable | San Francisco, United States | $31.7B | 82 |
| Weights & Biases (W&B) | MLOps | Open source | San Francisco, United States | $521.0M | 63 |
| Comet | MLOps | Open source | New York, United States | $75.0M | 59 |
| KiloClaw | Artificial Intelligence | Open source · Self-hostable | — | — | 54 |
| Synthesized | Synthetic Data Generation | Open source | London, United Kingdom | $32.8M | 51 |
| ScaleKit | MLOps | Open source | San Francisco, United States | $5.5M | 42 |
| Batchfoundry | AI Infrastructure | Open source | — | — | 5 |
| Weights & Biases | AI Infrastructure | Open source | San Francisco, United States | — | 66 |
| Aerospike | Database | Open source | Sunnyvale, United States | $161.0M | 63 |
| Domino Data Lab, Inc. | AI Governance | Open source | New York, United States | $100.5M | 63 |
| Fiddler Labs, Inc. | MLOps | Open source | Mountain View, United States | $39.0M | 62 |
| Baseten | MLOps | Open source | San Francisco, United States | $2.3B | 57 |
| Paperspace | AI Infrastructure | Open source | New York, United States | $166.5M | 55 |
| OpsMill | Artificial Intelligence | Open source | Palo Alto, USA | $26.0M | 55 |
| Superwise.ai | Data | Open source | Tel Aviv, Israel | $4.5M | 54 |
| Feast AI | MLOps | Open source · Self-hostable | San Francisco, United States | — | 54 |
| MosaicML (now Databricks) | Foundation Model | Open source | San Francisco, United States | $21.7M | 54 |
| DataCebo | Generative AI | Open source | Boston, United States | $11.5M | 54 |
| Vellum | Synthetic Data Generation | Open source | San Francisco, United States | $15.0M | 54 |
| Visual Layer | Database | Open source · Self-hostable | Tel Aviv, Israel | $7.0M | 50 |
| Kestra | Data Orchestration | Open source · Self-hostable | Paris, France | $36.0M | 49 |
| Fiddler Labs | AI Observability | Open source | Mountain View, United States | — | 48 |
| Featherless.ai | Artificial Intelligence | Open source · Self-hostable | San Francisco, USA | $20.0M | 48 |
| Doubleword | AI Infrastructure | Open source | London, United Kingdom | $15.0M | 44 |
| JarvisLabs.ai | MLOps | Open source | San Francisco, United States | — | 43 |
| Microsoft | Operating System | Open source | Redmond, United States | — | 43 |
| Cognee | Artificial Intelligence | Open source | Berlin, Germany | $7.5M | 42 |
| Neptune | MLOps | Open source | New York, United States | $11.0M | 41 |
| OuterBounds Technologies, Inc. | MLOps | Open source | San Francisco, United States | — | 41 |
| Catercore | AI Infrastructure | Open source | San Francisco, United States | — | 35 |
| YDYData | Enterprise | Open source | Seattle, United States | — | 33 |
| SOSource | AI Infrastructure | Open source · Self-hostable | San Francisco, United States | $24.0M | 32 |
| P3rsona | AI Infrastructure | Open source | — | — | 18 |
| MCP.so | Developer Tools | Open source · Self-hostable | — | — | 10 |
| Google Cloud Vertex AI | MLOps | Open source | Mountain View, United States | — | 8 |
| V7V7 Darwin | Computer Vision | Open source | London, United Kingdom | — | 2 |
| Chams | AI Infrastructure | Open source | — | — | — |
| Rolledalloys | AI Infrastructure | Open source | — | — | — |
| Hindcloud | AI Infrastructure | Open source | San Francisco, United States | $1.0M | — |
| Radarforge | Synthetic Data Generation | Open source | Tel Aviv, Israel | — | — |
| Thethirdbrain | AI Infrastructure | Open source | — | — | — |
| Drivecorps | AI Infrastructure | Open source | — | — | — |
| Enttrack | AI Infrastructure | Open source | Tel Aviv, Israel | — | — |
| Sandlm | Foundation Model | Open source | — | — | — |
| Ai Square | Edge AI | Open source | Paris, France | — | — |
| Glovity | AI Infrastructure | Open source | — | — | — |
| VAST Data | Storage | Open source | New York, United States | $881.0M | 85 |
| NemoClaw | Artificial Intelligence | Open source · Self-hostable | — | — | 75 |
| WekaIO | Computing | Open source | Campbell, United States | $565.0M | 70 |
| Pinecone | AI Infrastructure | Open source | San Francisco, United States | $138.0M | 69 |
| LogicGate Risk Cloud | GRC | Open source | Chicago, United States | $269.0M | 68 |
| Tecton, Inc. | MLOps | Open source | San Francisco, United States | $257.0M | 67 |
| Starburst | AI | Open source · Self-hostable | Boston, United States | $414.0M | 67 |
| Arize AI | AI Observability | Open source | Berkeley, United States | — | 65 |
| H2O.ai | Foundation Model | Open source · Self-hostable | Mountain View, United States | $228.1M | 64 |
| ClearML | AutoML | Open source · Self-hostable | Tel Aviv, Israel | $11.0M | 64 |
| Lakera AI AG | AI Security | Open source | Berlin, Germany | $12.0M | 63 |
| Replicate | AI Infrastructure | Open source | San Francisco, United States | — | 60 |
| Overops | Enterprise | Open source | San Francisco, United States | $49.5M | 59 |
| Modular | AI Infrastructure | Open source | San Francisco, United States | $380.0M | 58 |