Cost allocation AI proof of concept

Human-in-the-loop AI proof of concept for cost allocation on the existing Microsoft stack

AI proof of concept for cost allocation, designed to avoid expensive technology by building on the client's existing Microsoft stack. Power Automate, Dataverse and Power Apps form the automation component; the AI component suggests new allocation rules based on allocation history and existing rules, then routes them through a process and workflow for human approval before they are added.

The design principle is that allocations are never left to a probabilistic model. The AI only ever drafts: new rules that need approval, or allocations that need human review, each with its reasoning and a confidence score.