Market sentiment monitoring is not about finding opinions. It is about detecting shifts in perception early , understanding what is driving them , and separating temporary noise from durable narrative change  before those shifts translate into commercial, reputational, or strategic consequences. In professional contexts, sentiment monitoring must be continuous, explainable, and repeatable , not anecdotal. This article compares Grok 4.1  and Gemini 3  strictly as market sentim