OD

Ooak Data

Applied AI research lab that sources real company data, anonymizes it into digital twins and builds reinforcement-learning environments with expert-level multi-tool tasks, for frontier AI labs, enterprise AI teams and AI startups; operated by Ooak Data, Inc., with European operations through Ooak Data SAS.

StageUndisclosed

Founded2024

HeadquartersWilmington, USA

StatusPrivate

Product

Selected offerings — the AI products recorded here, not the vendor's full catalogue.

• Ooak Data RL Environments Data service

  Data service that turns real enterprise data from tools such as Slack, Gmail, Notion and Jira into anonymized digital twins and reinforcement-learning environments with expert-level, multi-step, multi-tool tasks calibrated on frontier models, used to train AI agents and to evaluate them before production; sold by contact, no prices published.

Similar products 124

No sourced competitor yet: no filing, vendor document or measured-market report read so far names a rival for this company, so none is asserted. The companies below are the closest by what their products do.

How this list is ranked ↗

TTwolabsUndisclosedOoak Data RL Environments and Twolabs Environments and Datasets both list model training; both also serve buyers who need to test and evaluate an AI agent and train or fine-tune a model; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareKKimptonUndisclosedOoak Data RL Environments and Kimpton Koliseum and EvalRouter both list model training; both also serve buyers who need to test and evaluate an AI agent and train or fine-tune a model; scale not recorded for either; ships platform rather than the same layer.2 of 2 capabilitiesDifferent layerCompareOLOlam LabsUndisclosedOoak Data RL Environments and Olam Labs Evaluations both list model training; both also serve buyers who need to test and evaluate an AI agent and train or fine-tune a model; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareOAORO AIUndisclosedOoak Data RL Environments and ORO both list model training; both also serve buyers who need to test and evaluate an AI agent and train or fine-tune a model; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareCCueBenchUndisclosedOoak Data RL Environments and CueBench environments both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareEEdotEnvUndisclosedOoak Data RL Environments and EdotEnv environments both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareTTuringLate-stageOoak Data RL Environments and RL environments both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded.2 of 2 capabilitiesShared product typeCompareTTokenlessUndisclosedOoak Data RL Environments and Tokenless EnvCheck both list model training; both also serve buyers who need to test and evaluate an AI agent and train or fine-tune a model; scale not recorded for either; ships developer tool rather than the same layer.2 of 2 capabilitiesDifferent layerCompareAAAgnost AIUndisclosedOoak Data RL Environments and Agnost AI both list model training; both also serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships platform rather than the same layer.2 of 2 capabilitiesDifferent layerCompareAAshrUndisclosedOoak Data RL Environments and Ashr both list model training; both also serve buyers who need to test and evaluate an AI agent and train or fine-tune a model; scale not recorded for either; ships platform rather than the same layer.2 of 2 capabilitiesDifferent layerCompareDDatoricUndisclosedOoak Data RL Environments and Datoric datasets both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareEEnactUndisclosedOoak Data RL Environments and Enact both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareCCoreWeavePublicOoak Data RL Environments and CoreWeave Forge both list model training; both also serve buyers who need to test and evaluate an AI agent and train or fine-tune a model; Ooak Data's scale not recorded; ships AI agent, API service and 4 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareSStableBrowseUndisclosedOoak Data RL Environments and StableBrowse Physical AI Data both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareLLabelboxLate-stageOoak Data RL Environments and Terra both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareTTensorTestUndisclosedOoak Data RL Environments and TensorTest private evals both serve buyers who need to test and evaluate an AI agent and train or fine-tune a model; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareNGNebius GroupPublicOoak Data RL Environments and Managed Service for MLflow both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships developer tool, infrastructure service and 1 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareRRiftenUndisclosedOoak Data RL Environments and Riften both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either; ships platform rather than the same layer.2 of 2 capabilitiesDifferent layerCompareBBelvedirUndisclosedOoak Data RL Environments and Belvedir both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either; ships platform rather than the same layer.2 of 2 capabilitiesDifferent layerCompareOOrchestraUndisclosedOoak Data RL Environments and Orchestra both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either; ships platform rather than the same layer.2 of 2 capabilitiesDifferent layerCompareDDatabricksLate-stageOoak Data RL Environments and Databricks Feature Store both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded.2 of 2 capabilitiesShared product typeCompareTTolokaUndisclosedOoak Data RL Environments and Toloka Arena both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareW&Weights & BiasesAcquiredOoak Data RL Environments and W&B Models both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; Weights & Biases is acquired, with no independent scale; ships API service, developer tool and 1 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareFAFireworks AILate-stageOoak Data RL Environments and Fireworks Training both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships API service, infrastructure service and 1 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareTATogether AILate-stageOoak Data RL Environments and Together Fine-Tuning both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships API service, developer tool and 2 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareCMComet MLEarly-stageOoak Data RL Environments and Comet Artifacts both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either; ships AI agent, application and 2 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareCCrusoeLate-stageOoak Data RL Environments and Serverless Fine-Tuning both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships API service, developer tool and 2 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareVVelvetUndisclosedOoak Data RL Environments and Velvet datasets both serve buyers who need to train or fine-tune a model; scale not recorded for either.Shared product typeCompareMModalLate-stageOoak Data RL Environments and Modal Notebooks both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships developer tool and infrastructure service rather than the same layer.1 of 2 capabilitiesDifferent layerComparePPetrichorUndisclosedOoak Data RL Environments and Petrichor both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareHFHugging FaceLate-stageOoak Data RL Environments and AutoTrain both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships AI agent, API service and 3 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareUUnslothUndisclosedOoak Data RL Environments and Unsloth both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either; ships developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareAAppenPublicOoak Data RL Environments and Off-the-Shelf Datasets both serve buyers who need to train or fine-tune a model; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareNCNodus ComputeUndisclosedOoak Data RL Environments and Nodus both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either; ships infrastructure service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareMMaingenUndisclosedOoak Data RL Environments and SolarBench both serve buyers who need to test and evaluate an AI agent; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareBBasetenLate-stageOoak Data RL Environments and Baseten Training both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships API service, infrastructure service and 2 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareCCCactus ComputeUndisclosedOoak Data RL Environments and Cactus Platform both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either; ships infrastructure service and platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareHCHuawei CloudUndisclosedOoak Data RL Environments and DataArts Fabric both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either; ships API service, agent platform and 5 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareLLambdaLate-stageOoak Data RL Environments and Lambda 1-Click Clusters both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either; ships infrastructure service and model API rather than the same layer.1 of 2 capabilitiesDifferent layerCompareEEleutherAINonprofitOoak Data RL Environments and GPT-NeoX both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; EleutherAI is a nonprofit, with no independent scale; ships developer tool rather than the same layer.2 of 2 capabilitiesDifferent layerCompareNCNAVER CloudUndisclosedOoak Data RL Environments and NCLUE both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either; ships API service, application and 1 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareVVast.aiUndisclosedOoak Data RL Environments and Vast.ai Clusters both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either; ships infrastructure service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareMMarkovUndisclosedOoak Data RL Environments and AutoCAD Bench both serve buyers who need to test and evaluate an AI agent; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareKEKakao EnterpriseUndisclosedOoak Data RL Environments and Kubeflow both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either; ships developer tool and platform rather than the same layer.2 of 2 capabilitiesDifferent layerCompareVEVolcano EngineUndisclosedOoak Data RL Environments and Machine Learning Platform (机器学习平台) both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either; ships AI agent, agent platform and 4 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareRRunPodLate-stageOoak Data RL Environments and Runpod Clusters both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships developer tool, infrastructure service and 2 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareAAmazonPublicOoak Data RL Environments and Amazon SageMaker Feature Store both list model training; Ooak Data's scale not recorded.2 of 2 capabilitiesShared product typeCompareEAEvidently AIUndisclosedOoak Data RL Environments and Evidently Platform both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareTMThinking Machines LabLate-stageOoak Data RL Environments and Tinker both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships API service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareALAI21 LabsLate-stageOoak Data RL Environments and AI21 Post-Training both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded.1 of 2 capabilitiesShared product typeCompareSASnorkel AILate-stageOoak Data RL Environments and Snorkel Flow both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded.1 of 2 capabilitiesShared product typeCompareSSplunkAcquiredOoak Data RL Environments and Splunk AI Toolkit both list model training; Ooak Data's scale not recorded; Splunk is acquired, with no independent scale; ships agent platform, application and 2 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareNDNot DiamondUndisclosedOoak Data RL Environments and Not Diamond both list model training; scale not recorded for either; ships API service and developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareHHandshakeUndisclosedOoak Data RL Environments and Handshake Enterprise AI both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareRRobocurveUndisclosedOoak Data RL Environments and Robocurve evaluations both serve buyers who need to test and evaluate an AI agent; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareHHubUndisclosedOoak Data RL Environments and Hub both serve buyers who need to train or fine-tune a model; scale not recorded for either.Shared product typeComparePPetrarchUndisclosedOoak Data RL Environments and Petrarch Industrial Datasets both serve buyers who need to train or fine-tune a model; scale not recorded for either.Shared product typeCompareSSciloopUndisclosedOoak Data RL Environments and Sciloop datasets both serve buyers who need to train or fine-tune a model; scale not recorded for either.Shared product typeCompareSShofoUndisclosedOoak Data RL Environments and Shofo datasets both serve buyers who need to train or fine-tune a model; scale not recorded for either.Shared product typeCompareBBluejayEarly-stageOoak Data RL Environments and Multichannel Simulations both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareCCekuraEarly-stageOoak Data RL Environments and OpenTelemetry Traces both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareELExperiential LabsUndisclosedOoak Data RL Environments and Experiential Intelligence Layer both list model training; scale not recorded for either; ships API service and developer tool rather than the same layer.2 of 2 capabilitiesDifferent layerCompareCAConfident AIUndisclosedOoak Data RL Environments and LLM Observability both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareCCovalEarly-stageOoak Data RL Environments and Observe both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareNNVIDIAPublicOoak Data RL Environments and NVIDIA AI Aerial both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships AI agent, agent platform and 6 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareIMInsilico MedicinePublicOoak Data RL Environments and MMAI Gym both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships application, hardware and 1 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareLLangWatchUndisclosedOoak Data RL Environments and LangWatch Instant Evals both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships AI agent, API service and 2 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareHHoneyHiveEarly-stageOoak Data RL Environments and HoneyHive both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareLLunaryUndisclosedOoak Data RL Environments and Lunary both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareOOkahuUndisclosedOoak Data RL Environments and Okahu Cloud both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareOOpenlayerEarly-stageOoak Data RL Environments and Openlayer Monitoring both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerComparePPydanticEarly-stageOoak Data RL Environments and Pydantic Logfire both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerComparePPromptLayerEarly-stageOoak Data RL Environments and PromptLayer Observability both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareRRoarkUndisclosedOoak Data RL Environments and Post-call analysis both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareMAMistral AILate-stageOoak Data RL Environments and Mistral Forge both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships AI agent, API service and 3 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareFForetellixUndisclosedOoak Data RL Environments and Foretify Generate both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either; ships developer tool and platform rather than the same layer.2 of 2 capabilitiesDifferent layerCompareBBitfabUndisclosedOoak Data RL Environments and Bitfab both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareOOraclePublicOoak Data RL Environments and MySQL HeatWave AutoML both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded.1 of 2 capabilitiesShared product typeCompareAMApplied MaterialsPublicOoak Data RL Environments and SmartFactory AI IQworks both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships application, hardware and 1 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareCSCerebras SystemsPublicOoak Data RL Environments and Cerebras Training Cloud both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships hardware, model API and 1 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareLLatitudeUndisclosedOoak Data RL Environments and Latitude both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareOOpenRouterLate-stageOoak Data RL Environments and Ori Eval both serve buyers who need to test and evaluate an AI agent; Ooak Data's scale not recorded; ships AI agent, developer tool and 1 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareLLaminarEarly-stageOoak Data RL Environments and Laminar Signals both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships AI agent, developer tool and 1 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareMMagmaUndisclosedOoak Data RL Environments and Magma both serve buyers who need to train or fine-tune a model; scale not recorded for either.Shared product typeCompare44ParadigmPublicOoak Data RL Environments and 4Paradigm Sage HyperCycle both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships application, hardware and 1 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareHAHume AIUndisclosedOoak Data RL Environments and User Testing API both serve buyers who need to test and evaluate an AI agent; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareAArchalUndisclosedOoak Data RL Environments and Archal both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareRRespanEarly-stageOoak Data RL Environments and Respan both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships API service and infrastructure service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareSAScale AILate-stageOoak Data RL Environments and Scale Data Engine both serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded.1 of 2 capabilitiesShared product typeCompareSMSuper Micro ComputerPublicOoak Data RL Environments and SuperCloud Developer Console (SDX) both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; Super Micro Computer's scale not comparable: only a revenue estimate, no market cap or valuation; ships hardware and infrastructure service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareEEncordUndisclosedOoak Data RL Environments and Encord Data Annotation both serve buyers who need to train or fine-tune a model; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareAAArthur AIEarly-stageOoak Data RL Environments and Arthur Agent Development Toolkit both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships application, developer tool and 1 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareRRestackEarly-stageOoak Data RL Environments and Restack both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships agent platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareHHuaweiUndisclosedOoak Data RL Environments and MindSpore both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; Huawei's scale not comparable: only a revenue estimate, no market cap or valuation; ships application, developer tool and 1 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareLLangChainLate-stageOoak Data RL Environments and LangSmith Chat both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships agent platform, application and 2 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareMAMaxim AIUndisclosedOoak Data RL Environments and Maxim both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships application, infrastructure service and 1 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareAAlibabaPublicOoak Data RL Environments and AgentLoop both serve buyers who need to test and evaluate an AI agent; Ooak Data's scale not recorded; ships AI agent, API service and 5 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareHHopperUndisclosedOoak Data RL Environments and Hopper both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either; ships model API rather than the same layer.1 of 2 capabilitiesDifferent layerCompareAAlphabet (Google)PublicOoak Data RL Environments and Vertex AI Workbench both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships AI agent, API service and 7 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareDDataikuLate-stageOoak Data RL Environments and Dataiku both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships AI agent, agent platform and 3 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareHAHamming AIEarly-stageOoak Data RL Environments and Hamming both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareBBaiduPublicOoak Data RL Environments and PaddlePaddle both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships API service, application and 4 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareAAArize AIUndisclosedOoak Data RL Environments and Signal both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships AI agent, developer tool and 2 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareHHiveLate-stageOoak Data RL Environments and Hive Enterprise Data Annotation both serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded.1 of 2 capabilitiesShared product typeCompareIIBMPublicOoak Data RL Environments and IBM SPSS Modeler both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded.2 of 2 capabilitiesShared product typeCompareSSiemensPublicOoak Data RL Environments and Simcenter PhysicsAI both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships AI agent, application and 2 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareBFBlack Forest LabsLate-stageOoak Data RL Environments and Open Weights Licensing both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships application, infrastructure service and 1 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareRRunwayLate-stageOoak Data RL Environments and Runway Data Augmentation both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships AI agent, application and 3 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareMMicrosoftPublicOoak Data RL Environments and Microsoft Foundry both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded.2 of 2 capabilitiesShared product typeCompareLLiteLLMEarly-stageOoak Data RL Environments and LiteLLM Lens both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships AI agent, application and 1 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareFFalUndisclosedOoak Data RL Environments and fal Compute both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either; ships AI agent, application and 2 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareRBReflector BioUndisclosedOoak Data RL Environments and Reflector phenotypic screening both list model training; scale not recorded for either; ships application rather than the same layer.1 of 2 capabilitiesDifferent layerCompareSSenseTimePublicOoak Data RL Environments and SenseCore both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships application, hardware and 4 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareMMastraEarly-stageOoak Data RL Environments and Mastra Studio both serve buyers who need to test and evaluate an AI agent; scale not recorded for either; ships AI agent, API service and 3 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareTTencentPublicOoak Data RL Environments and Tencent Cloud TI Platform both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded.1 of 2 capabilitiesShared product typeCompareKKuaishouPublicOoak Data RL Environments and Vanchin both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships application, developer tool and 2 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareAAudioShakeEarly-stageOoak Data RL Environments and AudioShake Refinery both serve buyers who need to train or fine-tune a model; scale not recorded for either.Shared product typeCompareAAdobePublicOoak Data RL Environments and Adobe Firefly Custom Models both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships AI agent, API service and 2 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareAAMDPublicOoak Data RL Environments and AMD ROCm both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships application, hardware and 2 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareDTDell TechnologiesPublicOoak Data RL Environments and Dell AI Factory with NVIDIA both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded.2 of 2 capabilitiesShared product typeCompareSSpace42PublicOoak Data RL Environments and GIQ both list model training; Ooak Data's scale not recorded; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareIIntelPublicOoak Data RL Environments and Intel Geti both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships AI agent, agent platform and 5 more rather than the same layer.2 of 2 capabilitiesDifferent layerCompareYYandexPublicOoak Data RL Environments and Yandex DataSphere both list model training; both also serve buyers who need to train or fine-tune a model; Ooak Data's scale not recorded; ships API service, application and 2 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareHHumainUndisclosedOoak Data RL Environments and HUMAIN COMPUTE both list model training; both also serve buyers who need to train or fine-tune a model; scale not recorded for either; ships API service, agent platform and 3 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompare

Closest alternatives are pairs a vendor page itself compares. Similar products are matched from what each product does; nothing in that group is asserted as a rivalry.

Sources

Total funding

Not found · 20 Oct 2026

Pages read for this record state no funding total. Tried the home and legal pages and the company's YC profile.

Valuation

Not found · 20 Oct 2026

Pages read for this record state no valuation. Tried the home and legal pages and the company's YC profile.

Founded

Company disclosure · 20 Oct 2026

Own YC profile lists Founded: 2024; ooakdata.com states no founding year.

Public listing

Not found · 20 Oct 2026

No listing on the pages read; treated as private.

Description

Official documentation · 20 Oct 2026

Home page: "Ooak Data is an applied AI research lab. We turn real company data into RL environments where AI agents learn to work in the real world." Legal notice: "This website is operated by Ooak Data, Inc."

Open Ooak Data in the directory

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