
When Monthly Forecasts Started Missing the Mark
A mid-sized manufacturing firm in Rayong discovered their budget tracking wasn't catching variance patterns until weeks after they mattered. Their finance director, Somchai, spent three months rebuilding their metrics framework from scratch — here's what changed.
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