The challenge
The end client needed a controlled way to manage and operate multiple large language models.
Technology Services • Azure AI
AI Application
Multi-Cloud Large Language Model Management Application
Built an application for managing large language models across Azure OpenAI and AWS.
Ref: IAMZO104801
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The approach
Kumulus integrated AI components into an application covering architecture, APIs, user experience and operational controls, using Azure OpenAI on Microsoft Azure alongside Amazon Web Services.
The outcome
Legal-sector teams gained a controlled way to operate multiple model providers, with request distribution designed to address queueing and service overload. The multi-cloud LLM management application routes authenticated requests between Azure OpenAI and AWS Bedrock through an API gateway and load-balanced architecture.
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