01934 mapped providers
Responsible AI, assurance, compliance and risk-management services.
Skills
Responsible AIAI Governance & ComplianceAI Risk AssessmentAI Policy DevelopmentAI Security & Red TeamingAI Safety & Guardrails+9 more
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The capability behind your next move
Big ambitions.
The right AI expertise.
From a smarter workflow to a new AI product. Discover the capabilities, delivery teams and the evidence behind each ranking to move your idea forward.
- AI capabilities
- 15AI capabilities
- linked skill topics
- 261linked skill topics
- listed AI firms
- 2,966listed AI firms
- 01Explore your capability
- 02Understand the opportunity
- 03Find your development partner
Your next step starts here
The expertise to make it happen.
Explore the capabilities behind better products, smarter operations and new possibilities.
15 categories to explore
Find providers · Compare the evidence · Make an informed choiceAI Capability
Build, deploy and operate AI systems.
021,839 mapped providers
AI-enabled workflows, process automation and connected enterprise operations.
Skills
Intelligent AutomationWorkflow AutomationRobotic Process AutomationBusiness Process AutomationProcess MiningTask Mining+12 more
03547 mapped providers
Visual intelligence for inspection, recognition, monitoring and automation.
Skills
Computer VisionObject DetectionImage RecognitionImage ClassificationImage SegmentationVideo Analytics+13 more
04741 mapped providers
Conversational systems for service, sales and employee experiences.
Skills
Conversational AIAI ChatbotsVirtual AssistantsCustomer Service ChatbotsSales ChatbotsLead Qualification Chatbots+11 more
05603 mapped providers
Extraction, classification and workflow intelligence for business documents.
Skills
Document AI & OCRIntelligent Document ProcessingDocument ClassificationDocument Field ExtractionForm ProcessingInvoice Processing+13 more
06854 mapped providers
Intelligence deployed close to devices, machines and physical operations.
Skills
Edge AI & IoTOn-Device AIEmbedded AITinyMLEdge Computer VisionSensor Data Intelligence+12 more
071,861 mapped providers
Grounded knowledge systems and goal-driven agents connected to enterprise tools.
Skills
Generative AI DevelopmentLarge Language ModelsFoundation Model IntegrationRetrieval-Augmented GenerationGraphRAGEnterprise Knowledge Assistants+22 more
081,352 mapped providers
Platforms and practices for deploying, monitoring and governing AI systems.
Skills
MLOpsLLMOps & AgentOpsModel DeploymentModel ServingModel MonitoringModel Observability+16 more
09702 mapped providers
Systems that understand, classify, extract and generate human language.
Skills
Natural Language ProcessingText ClassificationSentiment AnalysisInformation ExtractionNamed Entity RecognitionTopic Modeling+15 more
101,395 mapped providers
Forecasting, scoring and decision intelligence built on operational data.
Skills
Predictive AnalyticsTime-Series ForecastingDemand ForecastingSales ForecastingRevenue ForecastingChurn Prediction+15 more
11350 mapped providers
Personalization and ranking systems for products, content and decisions.
Skills
Recommendation SystemsPersonalization EnginesProduct RecommendationsContent RecommendationsE-commerce RecommendationsMedia & Streaming Recommendations+11 more
12304 mapped providers
Speech and voice systems for contact centers, service and automation.
Skills
Voice AI AgentsInbound AI Receptionist AgentsOutbound AI Receptionist AgentsVoice Customer Support AgentsAppointment Booking Voice AgentsAppointment Reminder Voice Agents+25 more
Digital marketing
Acquire demand, search visibility and creative production.
13250 mapped providers
AI-powered marketing services focused on acquiring customers, generating qualified leads and increasing measurable revenue. This category covers paid advertising, audience targeting, marketing automation, conversion optimization and performance intelligence.
Skills
AI Audience Intelligence & PersonalizationAI Conversion & Customer Journey OptimizationAI Lead Generation & Lifecycle AutomationAI Marketing Analytics, Attribution & ForecastingAI Paid Media & Programmatic Advertising
1481 mapped providers
AI-powered services that improve a brand's visibility across traditional search engines and emerging AI discovery platforms. This category covers SEO, answer-engine optimization, generative-engine optimization, LLM visibility and organic authority building.
Skills
AEO, GEO & LLM Search OptimizationAI Search Strategy & Keyword IntelligenceSearch Authority, Local & Commerce OptimizationSemantic SEO & Content AuthorityTechnical & Programmatic SEO
15122 mapped providers
AI-assisted services for planning, producing, personalizing and managing brand content across text, image, video, audio and social channels. This category covers creative production, brand communication, social-media execution and content operations.
Skills
AI Content Operations, Localization & Brand GovernanceAI Content Strategy, Copywriting & PersonalizationAI Social Media, Community & Influencer MarketingAI Video, Audio & Synthetic MediaAI Visual Design & Advertising Creative
Choosing a category
Frequently asked questions
How do I choose the right AI service category?
Start with the task rather than a model name. Document AI turns files into validated records; conversational and voice AI handle interaction workflows; predictive analytics supports timed decisions; agents and RAG connect tools or approved knowledge. Open the category guide to check inputs, deliverables and failure cases before choosing providers.
Can one AI project require providers from multiple categories?
Yes. An intake workflow may combine speech, document extraction, retrieval and business-system automation. Identify who owns the end-to-end result, integration and exception handling. Separate specialist modules from the shared application, evaluation, monitoring and support responsibilities so overlapping fees are not counted twice.