Turing

Infrastructure

Sells the training material frontier labs run on — reinforcement-learning environments, curated task sets, datasets and benchmarks across software engineering, knowledge work and STEM — and separately deploys agents inside enterprises with forward-deployed engineers.

Total funding$225M
Valuation$2.2B
Employees—
Founded2018
HeadquartersSan Francisco, USA
StatusPrivate
turing.com

Products

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

Closest alternatives 1

Similar products 68

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LabelboxPrivate · $189M raisedOff-the-shelf datasets and Terra do comparable work on data labelling and model training; both also serve buyers who need to train or fine-tune a model; similar scale (private).5 of 6 capabilitiesShared product typeCompareTolokaPrivateOff-the-shelf datasets and Toloka Arena do comparable work on data labelling and model training; both also serve buyers who need to train or fine-tune a model; Toloka's scale not recorded.6 of 6 capabilitiesShared product typeCompareAppenPublicOff-the-shelf datasets and Off-the-Shelf Datasets do comparable work on data labelling; both also serve buyers who need to train or fine-tune a model; Appen's scale not recorded.2 of 6 capabilitiesShared product typeCompareEncordPrivateOff-the-shelf datasets and Encord Data Collection do comparable work on data labelling; both also serve buyers who need to train or fine-tune a model; Encord's scale not recorded.4 of 6 capabilitiesShared product typeCompareWeights & BiasesAcquiredRL environments and W&B Models do comparable work on model training; both also serve buyers who need to train or fine-tune a model; Weights & Biases is acquired, with no independent scale; ships API service, developer tool and 1 more rather than the same layer.2 of 6 capabilitiesDifferent layerCompareNebius GroupPublic · $61.6BRL environments and Managed Service for MLflow do comparable work on model training; both also serve buyers who need to train or fine-tune a model; larger scale (public); ships developer tool, infrastructure service and 1 more rather than the same layer.2 of 6 capabilitiesDifferent layerLarger scaleCompareHume AIPrivateTuring Frontier AI and Data Solutions do comparable work on data labelling; both also serve buyers who need to train or fine-tune a model; Hume AI's scale not recorded.2 of 6 capabilitiesShared product typeCompareScale AIPrivate · $29BTuring Frontier AI and Scale Data Engine do comparable work on data labelling; both also serve buyers who need to train or fine-tune a model; larger scale (private).2 of 6 capabilitiesShared product typeLarger scaleCompareSnorkel AIPrivate · $1.3BOff-the-shelf datasets and Snorkel Flow do comparable work on data labelling and model training; both also serve buyers who need to train or fine-tune a model; same layer and the same scale band (growth-stage private).3 of 6 capabilitiesShared product typeSame scale bandCompareHandshakePrivateOff-the-shelf datasets and Handshake AI do comparable work on data labelling; both also serve buyers who need to train or fine-tune a model; Handshake's scale not recorded.2 of 6 capabilitiesShared product typeCompareMicro1PrivateOff-the-shelf datasets and micro1 Data Engine do comparable work on data labelling; both also serve buyers who need to train or fine-tune a model; Micro1's scale not recorded.2 of 6 capabilitiesShared product typeCompareProlificPrivateOff-the-shelf datasets and Prolific do comparable work on data labelling; both also serve buyers who need to train or fine-tune a model; Prolific's scale not recorded.2 of 6 capabilitiesShared product typeCompareTogether AIPrivate · $8.3BRL environments and Together Fine-Tuning do comparable work on model training; both also serve buyers who need to train or fine-tune a model; ships API service, developer tool and 2 more rather than the same layer.1 of 6 capabilitiesDifferent layerSame scale bandCompareFireworks AIPrivate · $17.5BRL environments and Fireworks Training do comparable work on model training; both also serve buyers who need to train or fine-tune a model; larger scale (private); ships API service and model API rather than the same layer.2 of 6 capabilitiesDifferent layerLarger scaleCompareSurge AIPrivate · $0 raisedOff-the-shelf datasets and Surge AI data platform do comparable work on data labelling; both also serve buyers who need to train or fine-tune a model; Surge AI's scale not recorded.1 of 6 capabilitiesShared product typeCompareComet MLPrivate · $70M raisedRL environments and Comet Artifacts do comparable work on model training; both also serve buyers who need to train or fine-tune a model; similar scale (private); ships application, developer tool and 1 more rather than the same layer.2 of 6 capabilitiesDifferent layerCompareModalPrivate · $466M raisedRL environments and Modal Notebooks do comparable work on model training; both also serve buyers who need to train or fine-tune a model; ships developer tool and infrastructure service rather than the same layer.2 of 6 capabilitiesDifferent layerSame scale bandCompareSamaPrivateOff-the-shelf datasets and Sama Validate do comparable work on data labelling; Sama's scale not recorded.4 of 6 capabilitiesShared product typeCompareInvisible TechnologiesPrivate · $144M raisedOff-the-shelf datasets and Invisible AI Training do comparable work on data labelling; both also serve buyers who need to train or fine-tune a model; similar scale (private).5 of 6 capabilitiesShared product typeCompareBasetenPrivate · $13BRL environments and Baseten Training do comparable work on model training; both also serve buyers who need to train or fine-tune a model; larger scale (private); ships API service, infrastructure service and 2 more rather than the same layer.1 of 6 capabilitiesDifferent layerLarger scaleCompareCactus ComputePrivateRL environments and Cactus Platform do comparable work on model training; both also serve buyers who need to train or fine-tune a model; Cactus Compute's scale not recorded; ships infrastructure service and platform rather than the same layer.1 of 6 capabilitiesDifferent layerCompareCrusoePrivate · $10BRL environments and Serverless Fine-Tuning do comparable work on model training; both also serve buyers who need to train or fine-tune a model; larger scale (private); ships API service, developer tool and 2 more rather than the same layer.2 of 6 capabilitiesDifferent layerLarger scaleCompareDatabricksPrivate · $190BRL environments and Databricks Model Training do comparable work on model training; both also serve buyers who need to train or fine-tune a model; larger scale (private).5 of 6 capabilitiesShared product typeLarger scaleCompareAutomation AnywherePrivateTuring Intelligence Platform and AI Agent Studio do comparable work on guardrails and safety; Automation Anywhere's scale not recorded.4 of 6 capabilitiesShared product typeCompareNeo4jPrivate · $2BRL environments and Neo4j Graph Data Science do comparable work on model training; both also serve buyers who need to train or fine-tune a model; same layer and the same scale band (growth-stage private).2 of 6 capabilitiesShared product typeSame scale bandCompareUnslothPrivateRL environments and Unsloth do comparable work on model training; both also serve buyers who need to train or fine-tune a model; Unsloth's scale not recorded; ships developer tool rather than the same layer.1 of 6 capabilitiesDifferent layerCompareNAVER CloudPrivateRL environments and NCLUE do comparable work on model training; both also serve buyers who need to train or fine-tune a model; NAVER Cloud's scale not recorded; ships API service, application and 1 more rather than the same layer.1 of 6 capabilitiesDifferent layerCompareArthur AIPrivate · $62.7M raisedTuring Intelligence Platform and Arthur Agent Security & Governance do comparable work on guardrails and safety; similar scale (private); ships application, developer tool and 1 more rather than the same layer.3 of 6 capabilitiesDifferent layerCompareKakao EnterprisePrivateRL environments and Kubeflow do comparable work on model training; both also serve buyers who need to train or fine-tune a model; Kakao Enterprise's scale not recorded; ships developer tool and platform rather than the same layer.2 of 6 capabilitiesDifferent layerCompareHugging FacePrivate · $4.5BRL environments and Hugging Face Jobs do comparable work on model training; both also serve buyers who need to train or fine-tune a model; ships API service, application and 2 more rather than the same layer.1 of 6 capabilitiesDifferent layerSame scale bandCompareEleutherAINonprofitRL environments and GPT-NeoX do comparable work on model training; both also serve buyers who need to train or fine-tune a model; EleutherAI is a nonprofit, with no independent scale; ships developer tool rather than the same layer.2 of 6 capabilitiesDifferent layerCompareLambdaPrivate · $1.5B raisedRL environments and Lambda 1-Click Clusters do comparable work on model training; both also serve buyers who need to train or fine-tune a model; similar scale (private); ships infrastructure service and model API rather than the same layer.1 of 6 capabilitiesDifferent layerCompareCoreWeavePublic · $48.5BRL environments and CoreWeave AI Cloud do comparable work on model training; both also serve buyers who need to train or fine-tune a model; larger scale (public); ships AI agent, infrastructure service and 1 more rather than the same layer.2 of 6 capabilitiesDifferent layerLarger scaleCompareHuawei CloudPrivateRL environments and Huawei HiLens do comparable work on model training; both also serve buyers who need to train or fine-tune a model; Huawei Cloud's scale not recorded; ships API service, application and 4 more rather than the same layer.2 of 6 capabilitiesDifferent layerCompareFiddler AIPrivate · $100M raisedTuring Intelligence Platform and Fiddler Guardrails do comparable work on guardrails and safety; similar scale (private); ships application, developer tool and 1 more rather than the same layer.3 of 6 capabilitiesDifferent layerCompareHumanSignalPrivateOff-the-shelf datasets and Label Studio Enterprise do comparable work on data labelling; both also serve buyers who need to train or fine-tune a model; HumanSignal's scale not recorded; ships platform rather than the same layer.1 of 6 capabilitiesDifferent layerCompareAI21 LabsPrivate · $1.4BRL environments and AI21 Post-Training do comparable work on model training; both also serve buyers who need to train or fine-tune a model; same layer and the same scale band (growth-stage private).2 of 6 capabilitiesShared product typeSame scale bandCompareRunPodPrivateRL environments and Pods do comparable work on model training; both also serve buyers who need to train or fine-tune a model; RunPod's scale not recorded; ships developer tool, infrastructure service and 2 more rather than the same layer.2 of 6 capabilitiesDifferent layerCompareThinking Machines LabPrivate · $12BRL environments and Tinker do comparable work on model training; both also serve buyers who need to train or fine-tune a model; larger scale (private); ships API service rather than the same layer.1 of 6 capabilitiesDifferent layerLarger scaleCompareOraclePublic · $454.4BTuring Intelligence Platform and OCI Enterprise AI do comparable work on guardrails and safety; larger scale (public).4 of 6 capabilitiesShared product typeLarger scaleCompareResemble AIPrivateTuring Intelligence Platform and Resemble Signal do comparable work on guardrails and safety; Resemble AI's scale not recorded; ships API service and application rather than the same layer.1 of 6 capabilitiesDifferent layerCompare4ParadigmPublic · $2BRL environments and 4Paradigm Sage HyperCycle do comparable work on model training; both also serve buyers who need to train or fine-tune a model; similar scale (public); ships application, hardware and 1 more rather than the same layer.2 of 6 capabilitiesDifferent layerCompareCerebras SystemsPublic · $44.4BRL environments and Cerebras Training Cloud do comparable work on model training; both also serve buyers who need to train or fine-tune a model; larger scale (public); ships hardware, model API and 1 more rather than the same layer.1 of 6 capabilitiesDifferent layerLarger scaleCompareNVIDIAPublic · $5.1TRL environments and NVIDIA AI Workbench do comparable work on model training; both also serve buyers who need to train or fine-tune a model; larger scale (public); ships hardware, infrastructure service and 2 more rather than the same layer.5 of 6 capabilitiesDifferent layerLarger scaleCompareAlphabet (Google)Public · $4.2TRL environments and Vertex AI Workbench do comparable work on model training; both also serve buyers who need to train or fine-tune a model; larger scale (public).4 of 6 capabilitiesShared product typeLarger scaleCompareMistral AIPrivate · $13.8BRL environments and Mistral Forge do comparable work on model training; both also serve buyers who need to train or fine-tune a model; larger scale (private); ships AI agent, API service and 3 more rather than the same layer.1 of 6 capabilitiesDifferent layerLarger scaleCompareAlibabaPublic · $273.4BOff-the-shelf datasets and Alibaba Cloud Platform for AI (PAI) do comparable work on data labelling and model training; both also serve buyers who need to train or fine-tune a model; larger scale (public); ships AI agent, API service and 4 more rather than the same layer.3 of 6 capabilitiesDifferent layerLarger scaleCompareInsilico MedicinePublic · $4.3BTuring Frontier AI and MMAI Gym do comparable work on model training; both also serve buyers who need to train or fine-tune a model; similar scale (public); ships application, hardware and 1 more rather than the same layer.3 of 6 capabilitiesDifferent layerCompareIntelPublic · $463.7BOff-the-shelf datasets and Intel Geti do comparable work on data labelling and model training; both also serve buyers who need to train or fine-tune a model; larger scale (public); ships application, developer tool and 3 more rather than the same layer.2 of 6 capabilitiesDifferent layerLarger scaleCompareSiemensPublic · $244.7BRL environments and Rapidminer AI Studio do comparable work on model training; both also serve buyers who need to train or fine-tune a model; larger scale (public); ships AI agent, application and 1 more rather than the same layer.4 of 6 capabilitiesDifferent layerLarger scaleCompareMicrosoftPublic · $3.7TRL environments and Azure Machine Learning do comparable work on model training; both also serve buyers who need to train or fine-tune a model; larger scale (public).5 of 6 capabilitiesShared product typeLarger scaleCompareDeepchecksAbsorbedRL environments and Deepchecks ML Testing both serve buyers who need to train or fine-tune a model; Deepchecks is absorbed, with no independent scale; ships developer tool and platform rather than the same layer.1 of 6 capabilitiesDifferent layerCompareLiquid AIPrivateRL environments and LEAP do comparable work on model training; both also serve buyers who need to train or fine-tune a model; Liquid AI's scale not recorded; ships application and platform rather than the same layer.1 of 6 capabilitiesDifferent layerCompareWriterPrivate · $1.9BTuring Intelligence Platform and WRITER AI Studio do comparable work on guardrails and safety; same layer and the same scale band (growth-stage private).3 of 6 capabilitiesShared product typeSame scale bandCompareHuaweiPrivateRL environments and MindSpore do comparable work on model training; both also serve buyers who need to train or fine-tune a model; larger scale (private); ships developer tool and hardware rather than the same layer.2 of 6 capabilitiesDifferent layerCompareApplied MaterialsPublic · $380.7BRL environments and SmartFactory AI IQworks do comparable work on model training; both also serve buyers who need to train or fine-tune a model; larger scale (public); ships application, hardware and 1 more rather than the same layer.3 of 6 capabilitiesDifferent layerLarger scaleCompareBaiduPublic · $31.6BRL environments and PaddlePaddle do comparable work on model training; both also serve buyers who need to train or fine-tune a model; larger scale (public); ships API service, application and 4 more rather than the same layer.2 of 6 capabilitiesDifferent layerLarger scaleCompareBlack Forest LabsPrivate · $3.3BRL environments and Open Weights Licensing do comparable work on model training; both also serve buyers who need to train or fine-tune a model; ships application, infrastructure service and 1 more rather than the same layer.1 of 6 capabilitiesDifferent layerSame scale bandComparePalo Alto NetworksPublic · $302.9BTuring Intelligence Platform and Prisma AIRS AI Gateway do comparable work on guardrails and safety; larger scale (public); ships application and platform rather than the same layer.4 of 6 capabilitiesDifferent layerLarger scaleCompareServiceNowPublic · $130.1BTuring Intelligence Platform and AI Control Tower do comparable work on guardrails and safety; larger scale (public); ships AI agent, application and 2 more rather than the same layer.4 of 6 capabilitiesDifferent layerLarger scaleCompareDell TechnologiesPublic · $360.7BRL environments and Dell AI Factory with NVIDIA do comparable work on model training; both also serve buyers who need to train or fine-tune a model; larger scale (public).1 of 6 capabilitiesShared product typeLarger scaleCompareKuaishouPublic · $18.6BRL environments and Vanchin do comparable work on model training; both also serve buyers who need to train or fine-tune a model; larger scale (public); ships application, developer tool and 2 more rather than the same layer.1 of 6 capabilitiesDifferent layerLarger scaleCompareAMDPublic · $785.1BRL environments and AMD ROCm do comparable work on model training; both also serve buyers who need to train or fine-tune a model; larger scale (public); ships hardware, infrastructure service and 1 more rather than the same layer.1 of 6 capabilitiesDifferent layerLarger scaleCompareSenseTimePublic · $7.7BOff-the-shelf datasets and SenseCore do comparable work on model training; both also serve buyers who need to train or fine-tune a model; larger scale (public); ships application, hardware and 4 more rather than the same layer.1 of 6 capabilitiesDifferent layerLarger scaleCompareZscalerPublic · $30.5BTuring Intelligence Platform and Zscaler AI Red Teaming do comparable work on guardrails and safety; larger scale (public); ships API service, application and 2 more rather than the same layer.2 of 6 capabilitiesDifferent layerLarger scaleCompareGlean (Glean Technologies)Private · $7.2BTuring Intelligence Platform and Glean AI Gateway do comparable work on guardrails and safety; ships application and platform rather than the same layer.3 of 6 capabilitiesDifferent layerSame scale bandCompareDecartPrivate · $4BRL environments and Decart Optimization Stack do comparable work on model training; both also serve buyers who need to train or fine-tune a model; ships API service, application and 2 more rather than the same layer.1 of 6 capabilitiesDifferent layerSame scale bandCompareBroadcomPublic · $1.7TTuring Intelligence Platform and AgentMinder do comparable work on guardrails and safety; larger scale (public); ships hardware and platform rather than the same layer.1 of 6 capabilitiesDifferent layerLarger scaleCompare

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

Company disclosure · 6 Mar 2025

Same post: "brings total funding to $225 million since its founding in 2018."

Valuation

Company disclosure · 6 Mar 2025

Turing's own blog: "This latest round values Turing at $2.2 billion."

Employees

Not found · 4 Sep 2026

No headcount published; the site counts its expert network rather than its staff.

Founded

Company disclosure · 6 Mar 2025

Same post states the company's founding year, 2018.

Revenue

Checked — none published

Private; no revenue published.

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