https://news.mit.edu/2025/shortcoming-makes-llms-less-reliable-1126
AI ranking insights
https://www.searchenginejournal.com/rundowns/q3-ai-visibility-ai-citations-brand-mentions-content-refreshes-that-work/?u...
LLM shortfalls
Written by Michael E Dehn
Founder and CEO of Metro Pulse a continually running enterprise since May 1980.
November 30, 2025
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