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May 5, 2026 · Product Management

Why a General ChatBot Fails in Vertical Apps and How a Sub‑Assistant Matrix Works

The article analyzes why embedding a generic ChatBot in niche applications leads to low engagement, shares the author's experience building a matrix of one general and five specialized assistants in a news app, and provides a decision framework and practical pitfalls for product teams.