AI holds significant promise for enhancing business outcomes, but its successful implementation hinges on aligning AI with decision-making, data readiness, and human expertise. Many organizations struggle with fragmented systems and incomplete data, leading to decisions based on flawed assumptions rather than reliable insights. Tim Veil from Two Bear Capital emphasizes the importance of centralizing data into everyday workflows to improve decision-making. Off-the-shelf tools often lack the flexibility to integrate diverse systems, necessitating custom solutions like the Fivetran Connector SDK to consolidate data effectively. Successful AI adoption involves a human-centered approach, treating AI as a tool to augment human capabilities rather than replace them, ensuring ethical and accurate outcomes. Establishing a strong data foundation with integrated systems positions companies to leverage AI effectively and transition from assumption-driven to data-driven decision-making, enhancing both speed and accuracy.