Competitive analysis should inform your ongoing strategy. Monitor which sources AI models cite for queries where you want visibility. Analyze what makes those sources effective—is it their structure? Their level of detail? Their use of data and statistics? Their freshness? Understanding your competition's strengths helps you identify gaps in your own content and opportunities to differentiate through superior quality or unique angles.
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Most unexpected was Paramount stock’s jump. Wall Street almost always disdains giant acquisitions on the theory that buyers get too excited about big deals and overpay—and indeed, that’s usually what happens. When the deal gets sealed, the buyer’s stock usually drops, but in this case it rose almost 30%. That’s probably because analysts were pleasantly surprised: They had figured Paramount would need to raise its offer from $30 to $32–$34 a share to vanquish Netflix; instead, Paramount offered just $31 and prevailed.
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auto ts = parakeet::ctc_greedy_decode_with_timestamps(log_probs);