Articles
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While large language models (LLMs) may struggle to generate insights directly from time-series data, their strong pattern-recognition capabilities make them well-suited for identifying and synthesizing already existing insights. We therefore argue that an architecture featuring a separate graph-based domain model and time-series data storage is the ideal architecture for a generalized AI companion serving the heavy asset industry: An agentic AI can first identify relevant nodes (assets, sensors, and a large variety of pre-computed models) for answering a user prompt using a mixture of APIs, query language generation, semantic search, and graph traversal. Only after this filtering step is time-series data accessed and retrieved to synthesize an answer.
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The drive for data democratization and AI in heavy asset industries has led to an extensive market of Asset Reliability and Predictive Maintenance software solutions. Several vendors now provide multi-page feature comparison lists for their software offerings, aiming to stand out from the crowd, but this doesn’t make the buying process any easier.
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Global market intelligence firm IoT Analytics recently highlighted Arundo's Marathon software as a market leader in moving from AI-driven insights to real prescriptive outcomes in heavy asset performance monitoring. Read about one of the product features that Marathon customers love the most.
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Honored with prestigious Industry Award by CIO review: Most promising data analytics solution provider 2022. We're thrilled to share that Arundo Analytics has been awarded a prestigious industry award for our pioneering work in advanced analytics and AI-driven software for industrial operations.
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