KuWork, an enterprise-level AI work partner platform from Fast Heron Technology, introduces an AI Work Layer designed to weave AI into existing enterprise systems and resolve execution-level business bottlenecks.

The business model uses a three-tier approach: pricing by workload rather than seats, retention through evolving Skill assets, and staged expansion from single scenarios to full organizational deployment, with initial scaling in China and plans to extend to APAC, Europe, and the Americas.

KuWork codifies organizational methods into trainable Skills that define how tasks are performed, standards, and governance, creating reusable organizational assets through a closed loop of task execution, review, and memory precipitation.

Market context shows rising enterprise GenAI spending and strong demand for AI-enabled workflows, signaling a broad market opportunity in China and beyond.

The platform supports both SaaS and private deployment, connects to foundation models and existing enterprise systems, and stores Skills and organizational memory independently of models to ensure continuity across model changes.

KuWork emphasizes deep organizational capability development over breadth of tasks, leveraging seven years of enterprise scenario data to rapidly integrate traditional systems with AI and enable direct task execution within those systems.

Leadership stresses that tools should empower people and build capabilities, with AI automating repetitive 'human router' tasks while preserving human decision-making responsibility.

Currently in internal testing with partner clients, KuWork is benchmarking scenarios like manufacturing production scheduling across ERP, MES, WMS, and CRM, as well as cross-border e-commerce order modifications, to measure task success, cycle time, and reduction of manual steps.