Technical March 15, 2026

RAG vs Traditional BI: Why Grounded AI Answers Matter

Traditional BI platforms need specialist skills. Generic AI chatbots hallucinate. Retrieval-Augmented Generation (RAG) offers a third path — AI that stays grounded in your actual engineering data, with every answer traceable to source.

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Product March 7, 2026

How AWI Analytics Works: Sync, Analyse, Act

Engineering teams are drowning in data but starving for insight. AWI Analytics turns scattered operational data into clear, actionable answers in three simple steps. No coding. No dashboards. Just ask a question.

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Downtime Analysis February 26, 2026

The True Cost of Unplanned Downtime — Data Alone Can't Fix It Without Insights

Unplanned downtime costs manufacturers up to $260,000 per hour — and the hidden costs go far deeper. Here's the real financial impact and how data-driven predictive maintenance can dramatically reduce unplanned stops.

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Comparison February 19, 2026

ChatGPT vs Power BI for Engineering Data: Why Neither Is Enough

Engineering teams are caught between two imperfect options: AI chatbots that are easy but disconnected, and BI platforms that are powerful but need a dedicated analyst. Here's why neither is enough.

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Predictive Maintenance February 12, 2026

5 Signs Your Maintenance Team Needs Better Data Tools

Your team is working hard and the data exists. But equipment still fails without warning, reports take hours to build, and nobody trusts the numbers. Here are 5 signs your tools are holding you back.

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Manufacturing Analytics February 5, 2026

Why Engineering Teams Are Drowning in Data but Starving for Insights

Modern factories generate terabytes of sensor data every week. Yet most engineering teams still rely on spreadsheets, gut instinct, and reactive firefighting to make critical decisions.

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