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Capability Taxonomy
12 mapped AI categories.
Every category connects providers, skills, technologies, industries and disclosed review coverage.
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01278 mapped providers
AI Ethics & Governance
Responsible, secure and auditable AI practices covering governance, compliance, safety, assurance and model risk.
Skills
Responsible AIAI Governance & ComplianceAI Risk AssessmentAI Policy DevelopmentAI Security & Red TeamingAI Safety & GuardrailsBias & Fairness TestingExplainable AIAI Evaluation & TestingLLM EvaluationHuman-in-the-Loop AIModel Audit & ValidationData Privacy & AI ComplianceRegulatory ReadinessAI Incident Response
Explore →021,412 mapped providers
Automation & Workflow
AI-enabled process automation, connected workflows and operational systems that reduce repetitive work and improve execution.
Skills
Intelligent AutomationWorkflow AutomationRobotic Process AutomationBusiness Process AutomationProcess MiningTask MiningAI IntegrationAPI & System IntegrationNo-Code & Low-Code AutomationCRM AutomationSales AutomationMarketing AutomationCustomer Support AutomationFinance & Accounting AutomationHR AutomationSupply Chain AutomationEmail AutomationHyperautomation
Explore →03439 mapped providers
Computer Vision
AI systems that interpret images, video and spatial data for recognition, inspection, tracking and visual decision support.
Skills
Computer VisionObject DetectionImage RecognitionImage ClassificationImage SegmentationVideo AnalyticsVisual InspectionData Annotation & LabelingFacial RecognitionFace VerificationPose EstimationMotion Tracking3D Computer VisionMedical Image AnalysisDefect DetectionLicense Plate RecognitionRetail Shelf AnalyticsSatellite & Aerial Image AnalysisVision-Language Models
Explore →04647 mapped providers
Conversational AI
Text-based assistants and conversational systems for service, sales, support, search and employee interactions.
Skills
Conversational AIAI ChatbotsVirtual AssistantsCustomer Service ChatbotsSales ChatbotsLead Qualification ChatbotsE-commerce Shopping AssistantsEmployee Helpdesk AssistantsIT Support AssistantsHealthcare ChatbotsBanking & Fintech ChatbotsMultilingual ChatbotsOmnichannel Conversational AIWhatsApp AI AssistantsSocial Messaging BotsConversational SearchConversational Analytics
Explore →05359 mapped providers
Document AI
AI for extracting, classifying, validating, summarizing and processing information from documents and forms.
Skills
Document AI & OCRIntelligent Document ProcessingDocument ClassificationDocument Field ExtractionForm ProcessingInvoice ProcessingReceipt ProcessingContract IntelligenceResume ParsingID Document VerificationHandwriting RecognitionTable ExtractionPDF Data ExtractionDocument SummarizationDocument ComparisonDocument RedactionClaims Document AutomationMortgage Document ProcessingLegal Document Review
Explore →06330 mapped providers
Edge AI & IoT
AI deployed across connected devices, sensors, embedded systems and edge infrastructure for real-time intelligence.
Skills
Edge AI & IoTOn-Device AIEmbedded AITinyMLEdge Computer VisionSensor Data IntelligenceIoT Predictive MonitoringIndustrial IoT AnalyticsSmart Manufacturing AIDigital TwinsRobotics AIAutonomous Mobile RobotsDrone IntelligenceAutonomous Vehicle SystemsSensor FusionReal-Time Edge InferenceSmart City AIWearable Device AI
Explore →07739 mapped providers
LLM Agents & RAG
Generative AI, language models, agents and retrieval systems that reason over enterprise knowledge and use tools.
Skills
Generative AI DevelopmentLarge Language ModelsFoundation Model IntegrationRetrieval-Augmented GenerationGraphRAGEnterprise Knowledge AssistantsAI AgentsAutonomous AI AgentsMulti-Agent SystemsAgent OrchestrationTool-Using AIComputer-Using AgentsAgentic Workflow DevelopmentAgent Memory SystemsPlanning & Reasoning AgentsModel Context Protocol IntegrationVector DatabasesEmbedding SystemsSemantic SearchKnowledge GraphsPrompt EngineeringFine-Tuning & AdaptationLoRA & Parameter-Efficient Fine-TuningSmall Language ModelsModel DistillationContext EngineeringAI CopilotsCode Generation Assistants
Explore →08535 mapped providers
MLOps & Infrastructure
Engineering systems for training, deploying, monitoring and operating AI models reliably at scale.
Skills
MLOpsLLMOps & AgentOpsModel DeploymentModel ServingModel MonitoringModel ObservabilityModel RegistryExperiment TrackingML CI/CDData Engineering for AIAI Data PipelinesFeature EngineeringFeature StoresReal-Time ML InfrastructureCloud AI InfrastructureGPU InfrastructureInference OptimizationModel QuantizationModel CompressionDistributed Model TrainingFederated LearningAI Platform Engineering
Explore →09794 mapped providers
Natural Language Processing
AI for understanding, extracting, classifying, translating and analyzing human language.
Skills
Natural Language ProcessingText ClassificationSentiment AnalysisInformation ExtractionNamed Entity RecognitionTopic ModelingIntent DetectionLanguage DetectionText SummarizationMachine TranslationQuestion AnsweringContent ModerationSpam DetectionText SimilarityKeyword ExtractionSearch Query UnderstandingSocial Media ListeningVoice of Customer AnalyticsClinical NLPLegal NLPFinancial NLP
Explore →10824 mapped providers
Predictive Analytics
Forecasting, risk modeling, anomaly detection and optimization systems that support data-driven decisions.
Skills
Predictive AnalyticsTime-Series ForecastingDemand ForecastingSales ForecastingRevenue ForecastingChurn PredictionCustomer Lifetime Value PredictionLead ScoringRisk ScoringCredit Risk ModelingAnomaly & Fraud DetectionOptimization & DecisioningPredictive MaintenancePrescriptive AnalyticsCausal InferenceSimulation & Scenario ModelingDynamic PricingInventory OptimizationWorkforce ForecastingEnergy Load ForecastingHealthcare Risk Prediction
Explore →11144 mapped providers
Recommendation Systems
Ranking, matching and personalization systems that select relevant products, content, actions or opportunities.
Skills
Recommendation SystemsPersonalization EnginesProduct RecommendationsContent RecommendationsE-commerce RecommendationsMedia & Streaming RecommendationsLearning Content RecommendationsTravel RecommendationsJob MatchingCandidate MatchingMarketplace MatchingNext-Best-ActionRanking SystemsSearch Relevance OptimizationAd Recommendation & TargetingCross-Sell & Upsell RecommendationsReal-Time Personalization
Explore →12263 mapped providers
Voice AI
Speech-enabled agents and voice intelligence for calls, transcription, synthesis, routing and contact-center operations.
Skills
Voice AI AgentsInbound AI Receptionist AgentsOutbound AI Receptionist AgentsVoice Customer Support AgentsAppointment Booking Voice AgentsAppointment Reminder Voice AgentsLead Qualification Voice AgentsSales Development Voice AgentsCold Calling Voice AgentsFollow-Up Voice AgentsCollections & Payment Reminder AgentsOrder Status Voice AgentsDispatch & Scheduling Voice AgentsSurvey & Feedback Voice AgentsHealthcare Intake Voice AgentsInsurance Claims Voice AgentsReal Estate Voice AgentsRestaurant Reservation Voice AgentsMultilingual Voice AgentsSpeech RecognitionSpeech SynthesisVoice BiometricsSpeaker IdentificationCall TranscriptionCall SummarizationCall Quality MonitoringConversational IVRContact Center AIReal-Time Voice TranslationVoice Sentiment AnalysisHuman Handoff & Call Transfer
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