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A multi-agent AI system that automates competitive visibility measurement and root cause diagnosis in LLM-mediated ecommerce and introduces Agentic Share-of-Search (ASoS) as the decision target, deploys query agents across leading AI platforms, and uses a ReAct-based diagnostic agent to recommend prioritized merchandising interventions.
