Conclusions and Recommendations
Based on our analysis, we offer the following recommendations for enterprise
leaders considering or expanding AI initiatives:

Invest in data infrastructure before scaling AI deployments. Organizations with
mature data pipelines report 3x higher success rates.

Build cross-functional AI teams that include domain experts alongside data
scientists and engineers.

Establish clear governance frameworks early to manage risk and ensure ethical
AI deployment across the organization.

Start with high-impact, well-defined use cases before attempting broad
organizational transformation.
