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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. KPI2KVI: A Multi Agent Workflow for Calculating Key Value Indicators from Service Descriptions

    Researchers have developed KPI2KVI, a novel multi-agent workflow designed to automatically calculate Key Value Indicators (KVIs) from unstructured service descriptions. This system leverages Large Language Models to extract relevant KVI categories, generate specific Key Performance Indicators (KPIs), collect or estimate KPI values, and compute interval-valued KVI outputs with traceable explanations. Simulations indicate that KPI2KVI can consistently map service descriptions to KVI intervals, providing transparent narratives for auditing and advisory purposes. AI

    IMPACT Automates the complex process of deriving service value indicators, potentially improving operational transparency and decision-making.