Think Deeper with Claude
Building Smarter Copilots in Copilot Studio — Live in Times Square
“Frontier reasoning models like Claude coupled with enterprise conversational surfaces like Microsoft Copilot Studio turn open-ended feedback into auditable, governed multi-agent business decisions.”
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Download PDF Deck Directly ↓Session Overview: Times Square Deep Dive
Presented live at the AI Community Conference NYC (AICO NYC 2026) at the Microsoft Times Square office in New York City on June 26, 2026, with co-speaker Mitul Tailor. Read the full event recap on LinkedIn and explore the complete code and architecture repository on GitHub.
The session explores how enterprise architectures can pair frontier reasoning models—such as Claude deployed via Microsoft Foundry—with accessible front-end interfaces like Microsoft Copilot Studio to deliver high-impact, governed business outcomes.
The 90-Second Demonstration
Standard sentiment APIs notoriously fail on complex, real-world customer text by collapsing nuance into an unhelpful “mixed” score. Consider two reviews submitted on a rainy Sunday evening:
- “Burger was great but it arrived stone cold an hour late.”
- “App crashed three times trying to order, finally gave up.”
A naive sentiment tool classifies both as roughly negative and dumps them into generic customer support queues. In contrast, our pipeline decomposes the first into Food Quality: +0.8 and Delivery Speed: −0.9, joins it with real-time weather and fixture signals, and routes it to Ops / Surge Staffing as a demand shock rather than a food-quality regression. The second routes directly to Mobile Engineering.
Dual-Surface Production Architecture
- Governed Lakehouse & Vector Store: Ingestion and cleaning via Microsoft Fabric (OneLake medallion architecture), persisting structured aspect tuples into Azure Database for PostgreSQL Flexible Server with
pgvectorHNSW indexes. - Foundry Multi-Agent Swarm: Six coordinated Foundry agents (Orchestrator → Extractor → Mapper → Enricher → Validator → Router) running on the Microsoft Agent Framework, communicating via the Model Context Protocol (MCP) and authenticated via Microsoft Entra Agent IDs.
- Dual Serving Surfaces:
- Operational Dashboard: A React real-time stream visualizing side-by-side comparisons of naive sentiment versus pipeline aspect routing, contextual external badges, and live agent execution traces.
- Copilot Studio Conversational Surface: Enables non-technical business owners to ask natural questions (“Why did delivery speed spike negative in London on Sunday?”) and receive contextual answers backed by governed gold analytical tables.
Key Takeaways from the Conference AMA Panel
During the closing conference AMA panel at Microsoft NYC, two guiding principles emerged:
- Human Element in AI Transformation: The disruption brought by generative and agentic AI is profound, requiring fundamental adaptations to workplace dynamics and education without losing human agency and control.
- Problem-First Technology Adoption: Frontier technologies like generative AI and multi-agent systems evolve to solve concrete, high-value enterprise problems—never the other way around.