01Product Strategy & ArchitectureDefine the problem worth solving, align users and outcomes, and create a buildable product and system plan.Discovery and requirementsUser journeys and product roadmapHigh-level and low-level designData and knowledge strategy
02AI Product DevelopmentBuild maintainable AI-native products across web, mobile, backend services, and operating tools.Web and mobile applicationsConversational experiencesAI analysis and reportsAccounts, subscriptions, admin, and monitoring
03Knowledge & Intelligence SystemsTurn documents, sources, and structured records into usable, traceable knowledge.RAG and knowledge retrievalSource ingestion and content pipelinesSemantic and hybrid searchCitations, evidence, provenance, and knowledge graphs
04Agent-Assisted WorkflowsDesign scoped agent workflows with tools, review gates, exception handling, and human control.Workflow and process orchestrationTool and system integrationsScoped tasks and acceptance criteriaException handling, review, and audit trails
05Enterprise OperationsConnect software, data, permissions, and AI around the operational work that keeps organizations moving.Onboarding and people managementBidding, scheduling, and resource planningProduction tracking and forecastingReporting and administrative systems