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        <title>Insights - AI Predictor &amp; Analytics</title>
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            <![CDATA[Articles about predictive alerts, data quality, forecasting and AI-assisted operating decisions in wastewater and water treatment plants.]]>
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                <pubDate>Wed, 20 May 2026 02:05:00 GMT</pubDate>
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            <title>How AI Predictor helps detect compliance risk earlier</title>
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                        <pubDate>Wed, 20 May 2026 02:05:00 GMT</pubDate>
            
            
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                <![CDATA[<img src="http://xiris.vn/uploads/news/xiris-seo-en-05-how-ai-predictor-helps-detect-compliance-risk-earlier.webp" width="100" align="left" border="0">AI Predictor gives operators an earlier view of abnormal water quality trends so teams can act before values cross the limit.]]>
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            <title>Forecasting pH, COD, TSS and DO trends with plant data</title>
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                        <pubDate>Tue, 19 May 2026 14:05:00 GMT</pubDate>
            
            
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                <![CDATA[<img src="http://xiris.vn/uploads/news/xiris-seo-en-06-forecasting-ph-cod-tss-and-do-trends-with-plant-data.webp" width="100" align="left" border="0">Forecasting key water quality indicators helps teams prepare operating actions before the lab result or discharge limit becomes urgent.]]>
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            <title>What data quality means before training AI models for water treatment</title>
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                        <pubDate>Tue, 19 May 2026 02:05:00 GMT</pubDate>
            
            
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                <![CDATA[<img src="http://xiris.vn/uploads/news/xiris-seo-en-07-what-data-quality-means-before-training-ai-models-for-water-treatment.webp" width="100" align="left" border="0">AI accuracy depends on tag stability, sensor reliability, event context and enough history to learn normal plant behavior.]]>
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            <title>From alarms to predictive alerts&#x3A; a practical AI roadmap for operators</title>
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                        <pubDate>Mon, 18 May 2026 14:05:00 GMT</pubDate>
            
            
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                <![CDATA[<img src="http://xiris.vn/uploads/news/xiris-seo-en-08-from-alarms-to-predictive-alerts-a-practical-ai-roadmap-for-operators.webp" width="100" align="left" border="0">Plants can move from reactive alarms to predictive alerts step by step without overwhelming operators or changing every process at once.]]>
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