Information & Data Management › Artificial Intelligence Management
Artificial Intelligence Management
BC-610.60
Level 2
Cross-Industry
237 providers
672 API surfaces
72 rated strong or better
AI/ML model lifecycle, MLOps, responsible AI.
Artificial Intelligence Management (BC-610.60) is a level-2 business capability under Information & Data Management in the Cross-Industry model. The catalog holds 672 API surface(s) from 237 provider(s) that can perform some part of it, 72 of them rated strong or better. Reach is the vendor surface that lands on this capability — it is not a claim about what any particular organisation has deployed.
Where this capability definition comes from.
This capability is part of a published business-architecture model that API Evangelist
did not author. It is redistributed here under
CC-BY-4.0.
Turbo EA Capabilities by Vincent Verdet — Turbo EA, https://github.com/vincentmakes/turbo-ea-capabilities, CC BY 4.0
Changes: Consolidated from 333 per-L1 YAML files into one JSON; English only (upstream i18n/ omitted); descriptions whitespace-normalised. No capability was added, removed, renamed or re-parented.
Source repository · NOTICE and third-party framework attributions
Sub-capabilities
AI Use Case Identification BC-610.60.10
Identification and prioritisation of AI/ML use cases.
no catalog coverage
ML Model Development BC-610.60.20
Feature engineering, training, and validation of ML models.
no catalog coverage
MLOps and Model Deployment BC-610.60.30
Model deployment, monitoring, and lifecycle management (MLOps).
no catalog coverage
Responsible AI Governance BC-610.60.40
Responsible AI principles, risk assessment, and bias monitoring.
no catalog coverage
Generative AI Management BC-610.60.50
Generative AI use cases, foundation model selection, and guardrails.
no catalog coverage
Providers that reach this capability
Ordered by rating band. Reach means a provider publishes an API surface that can perform some part of this capability — it is not a claim that any particular organisation has deployed it.
Exemplar 21 Complete, well-documented, and agent-ready
Strong 51 Solid coverage with minor gaps
Google DialogflowAmazon SageMakerInfer by Flow7OracleLyticsWorkatofalVisierDustBriaPaperspaceAiriaSewerAIUnified.toSeekrLeonardo.AICometCelonisGenesysPixieBrixRefuelRoboflowGumloopLanding.aiEden AINVIDIA NIMAmazon NovaThingsBoardPineconeViamAmazon ComprehendSambaNova SystemsAmazon Web ServicesArthurAIEdgeeAppDirectGalileo TechnologiesAtomadic TechCrusoeSimplismartAito TechnologiesH2O.aiVijilBlazing Bullet Private LimitedZenMLAmazon ForecastPortkeyReplicateAmazon Lookout for EquipmentCredo AIAPIClaw
Developing 80 Usable, with meaningful gaps to close
LangdockPrime IntellectSail ResearchGoogle GeminiRapidataFriendliAIGoogle Cloud AutoMLSarvamMixedbreadSweepAdvanced Micro DevicesCoveoDataikuHeliconeLettaPostHogPrior LabsSAPNanonetsWaxellExactly AiAmazon DeepRacerOracle DatabaseCivitaiAkkioAmazon BedrockEvents.comNixtlaTrueFoundryVectaraZeroEntropyTensorWaveInceptionSalesforce EinsteinMistral AIFastino LabsOpikGoogle Vertex AIAzure Machine LearningVerified Digital Agents (VDA)BytezTenyksRasaAleph AlphaSuperb AIUniversity of California, San DiegoWunderCorpAWS GlueBraintrustTelenor SverigeMicrosoft Azure AI FoundryParasailNVIDIA Run:aiExoscaleOsmosisGoogle BigQueryQuantCDNOxenAzure OpenAI ServiceGoogle Cloud Document AIStability AIAnomaly DetectionGoogle Cloud Natural LanguageUnderstudy LabsSahara AIUniversity of AmsterdamIncentivioArchestra AILabel StudioLangflowProbablContextual AIQubrid AIAcceptGoogle Cloud Dialogflow CXOpenMetadataEigenpalTextcortexAdaptive MLAI21 Labs
Thin 68 Limited public surface area
CodeProjectAsk SageLocalAIRetell AInexos.aiTraceloopMastraRainbird TechnologiesAI GatewaySecton APIFlowiseUnissonKubeflow PipelinesLangDBMLflowTriton Inference ServerAdaptionWeights and BiasesParea AISAS InstituteOllamaTensorFlowUnion.aiEvidently AIVellum AIInferlessLangbaseTogether AIClearMLBigMLLangfuseCleanlabUniversity of EdinburghScalable Inference ServingBlaxelAgentaKluAzure AI Document IntelligenceBentoMLAmazon Augmented AIHumanloopLiteLLMNucliaArize PhoenixSeldonNot DiamondKubeflowJina AIBasetenLucidworksKeywords AIGoogle TensorFlowTruth SystemsHaystack / deepsetMOSTLY AIClarifaiTargonOpenlayerLog10ByteDance DoubaoosmAPILunaryPredibaseAthina AIFreeplayPoolsidePredictive Oncology Model and Data ClearinghouseLightly
Emerging 15 Early or largely undocumented
Minimal 2 Almost no public developer surface
This page carries no rating. Capabilities are not rated. A capability is a description of what a business does, not a thing a company publishes, so a Kin Score would have nothing to measure.
The edge table is a Pro feature.
This page shows which providers and tags reach Artificial Intelligence Management. The underlying
tag → capability edges — each with the quoted fragment of the provider's own
OpenAPI that evidences it, a calibrated confidence score, and the contract-provenance gate
it passed — are available through the API, along with company-level capability maps.
Only edges at confidence ≥ 0.7 with evidence found verbatim in
the source contract are published at all.