Harvard Business Review March 27, 2025
Sunil Gupta and Frank V. Cespedes

Summary.

The software company SAP successfully leveraged AI tools to begin selling to the small and medium enterprises (SMEs) market, which had previously been uneconomical for its in-person sales approach. By mapping the customer journey and deploying over 40 AI tools, SAP transformed the way it sells, reducing the sales cycle from 12–18 months to 3–6 months and supporting over 22,000 new customer opportunities in 2024. This case study demonstrates the potential of thoughtful AI scaling to add significant revenue to large businesses.

Yet, it is possible for gen AI to add value to companies. This article provides a framework for deploying AI...

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