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SMEs face a critical two-to-three-year investment window before AI integration yields measurable returns, requiring disciplined capital allocation.

Impact: Forces mid-market companies to adopt phased transformation roadmaps rather than expecting immediate efficiency gains.

— from Germany's 300B Euro AI Infrastructure Push and Labor Shifts · Kollegin KI· May 01, 2026