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    AI for investing sentiment analysis shows that institutional investors are increasing exposure to AI infrastructure stocks. Correlation heatmaps predict that sector index returns may outperform the S&P 500 by 2–3% in Q4. The approach involves using customer behavior patterns to identify when someone is struggling to find information, then proactively routing them to chat support before frustration sets in. "We're not trying to give everybody a white glove experience. We're specifically intervening only in those moments where we can see it's going down the wrong path," Lewis-Miller explains. From 2013 to 2024, private AI investment reached $470 billion in the United States -- nearly a quarter in the last year alone -- followed by superpower rival China's $119 billion, according to a Stanford University report. AI for investing predictive analytics report that US transport stocks could see margin recovery as diesel prices stabilize. Regression-based models forecast EPS growth of 7% by end-December.

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