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Isometric illustration of a marketer's desk split between an AI dashboard producing charts and a magnifying glass tracing a highlighted number through linked source documents

Using AI for Competitor Research (Without Publishing a Hallucinated Number)

AI competitor research tools compress days of manual analysis into minutes, and they fabricate data often enough to matter. On Vectara's hallucination leaderboard, even top models invent unsupported claims in roughly 2 to 3 percent of document summaries, and some reasoning models run above 17 percent. The fix
NMS Editorial Team 31 Aug 2026, 11:49 PM
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