Diwo Catalyst Catalyst Engine

Catalyst multi-agent architecture

The Diwo Decision Catalyst is an enterprise AI platform designed with a layered architecture that orchestrates both contextual and stateless worker agents to provide intelligent recommendations and answers to complex queries. The Diwo Supervisor Agent coordinates interactions among specialized agents, language models (LLMs), and a semantic knowledge graph. In order to produce recommendations or when users submit a query, the Supervisor Agent evaluates the context and seamlessly integrates insights from contextual agents that manage functions like monitoring decision flows, resolving ambiguity, and preventing AI hallucinations. Concurrently, stateless worker agents handle specific tasks like data retrieval, visualization, and feedback collection, allowing the system to operate efficiently without maintaining session-based memory.


The platform processes data by leveraging the semantic knowledge graph for contextual understanding while employing LLMs for natural language comprehension and response generation. The seamless combination of these components allows Diwo Decision Catalyst to deliver timely, accurate, and contextually relevant insights, whether it’s guiding users through decision-making processes or responding to real-time business queries. The architecture ensures scalable, modular, and intelligent operations tailored to a wide range of enterprise use cases, making it possible to cut across data silos and business functions.


In addition to its advanced AI capabilities, Diwo Catalyst is built with a strong focus on operating securely within enterprise environments. It offers AI-driven observability, enabling comprehensive monitoring and real-time detection of potential security risks, ensuring that anomalies are swiftly addressed. The platform’s design is compliant with existing organizational policies, allowing it to seamlessly align with enterprise data security and compliance requirements. This is complemented by the platform’s ability to combine data from both structured and unstructured sources, giving it the flexibility to handle a variety of enterprise information systems while ensuring accurate and context-aware decision-making.


The platform’s recommendation-first approach is always working to deliver timely recommendations when decisions need attention. Its two-way communication capabilities allow it to push actionable insights in real-time and guide decision flows proactively. By integrating these advanced features with a secure, enterprise-ready environment, Diwo Catalyst provides a reliable and scalable AI solution that meets the complex needs of modern enterprises while ensuring trust and compliance at every step.