The challenge
The client wanted to build an AI copilot and validate its value with users.
Technology Services • Azure AI
AI Application
AI Copilot Assistant Built into an Azure Application
Built an initial Copilot-style AI assistant on Azure so the client could validate its value with users.
Ref: IMSFT105668
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The approach
Kumulus integrated AI components into the application on Azure, covering architecture, APIs, user experience and operational controls, with delivery through DevOps.
The outcome
The team gained a controlled integration pattern to evaluate before expanding the assistant. The Azure-based Copilot MVP for an industrial IoT platform validated a multi-agent workflow calling business connectors through APIs, with tenant-specific context, token persistence, retries, guardrails and telemetry.
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