Artificial intelligence has become one of the fastest-adopted technologies in modern business history. According to Stanford University's AI Index 2025, 78% of organizations reported using AI in at least one business function during 2024, compared with 55% in the previous year. At the same time, many organizations continue to struggle to demonstrate measurable financial returns from AI investments. Adoption does not automatically translate into value creation. For business le