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Most companies use ERP systems that provide warehouse information only on SKU (Stock Keeping Unit) level. This often causes huge issues and leads to false ATP (Available To Promise) information because components under the same SKU might have numerous different attributes that affect their compatibility with customer requirements.

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Many companies are using overly complex maintenance strategies and spending a lot of money on developing machine learning-powered predictive maintenance solutions. A simpler sensor-based approach is usually adequate and provides much higher ROI and faster time-to-value for your investments.