Session Abstract

Proposal Operator demonstrates a practical multi agent orchestration pattern built entirely with native Microsoft Copilot Studio capabilities. Instead of one agent, a coordinated team handles the full RFP flow: ingesting documents, extracting metadata and requirements into a response matrix, drafting proposal sections, running validation gates for contradictions and outdated content, and delivering role aware outputs with mandatory citations. The focus is on how an orchestration layer routes work to the right specialists, enforces quality controls, and keeps the solution governed and understandable. External integrations are not required for the demo; the architecture simply remains extensible through standard patterns should additional tools be introduced later. Key Takeaways • Why multi agent orchestration is better suited for RFP and proposal work than single agent designs • How to decompose proposal automation into specialized agent roles with clear responsibilities • Practical Copilot Studio patterns for routing, validation gates, and cited outputs • How to design agent solutions that are extensible without depending on external systems • A realistic blueprint for building AI assisted proposal workflows that scale beyond demos

Note to event organizers

Session content is always refreshed when technology or solution evolves. Based on blogs in https://www.karlex.fi More information and 19y experience in https://www.karlex.fi/introduction-karl-johan-spiik/

Karl-Johan Spiik

Karl-Johan is a Senior Consultant with over 19 years of experience delivering solutions with Microsoft technologies. In the past eight years, he has specialized in the Power Platform, focusing on Copilot Studio, Power Automate, and Power Apps. He has delivered around 100 projects across multiple industries, working as an architect and Scrum Master. His solutions often extend into Microsoft 365, Dynamics 365, and Azure services. Recently, his work has focused on building autonomous agent solutions with Copilot Studio manually or with Claude Code. With nearly two decades of technical experience combined with a strong Agile background, Karl-Johan is a versatile technology consultant and developer. He brings both practical delivery experience and a solid theoretical foundation. In the past years, he has authored five books focused on community-driven and self-organizing ways of working.

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