Artificial intelligence (AI) continues to dominate headlines as a transformative force in healthcare. From predicting patient deterioration to streamlining prior authorizations, the potential is undeniable. Yet for many organizations, AI pilots stall before they deliver real value.<\/p>\n
This is because the data fueling AI is often fragmented, inconsistent, or incomplete.<\/p>\n
In his recent guest article for HIT Consultant<\/a>, Mark Coetzer, VP of Business Development at IMAT Solutions, explains why the real key to unlocking AI\u2019s potential lies in building a clean, connected, and intelligence-ready data foundation.<\/p>\n Healthcare generates enormous amounts of information across EHRs, labs, imaging, claims, and unstructured notes. But without integration, normalization, and validation, that data cannot effectively power AI. As Mark highlights, even the most sophisticated algorithms are only as strong as the inputs they rely on. Flawed data leads to flawed outcomes.<\/p>\n Mark\u2019s article emphasizes that success with AI begins with five core data practices:<\/p>\n \u2022 Multi-source integration across EHRs, labs, claims, and unstructured notes. Together, these steps create a reliable foundation that allows AI to scale beyond pilots into daily use across healthcare operations.<\/p>\n At IMAT, we have long recognized that AI success depends on data that is clean, current, and complete. Our IMAT Intelligence platform<\/a> helps organizations unify disparate sources, apply automated normalization and enrichment, and deliver insights into real-time workflows. This is how we help care systems create AI-ready data that truly drives better decisions, proactive interventions, and improved patient outcomes.<\/p>\nThe Data Dilemma Behind AI Disappointment<\/h3>\n
The Path to AI-Ready Data<\/h3>\n
\n\u2022 Automated normalization and enrichment to ensure consistency and completeness.
\n\u2022 Human oversight to validate accuracy and compliance.
\n\u2022 Strong governance and security to meet HIPAA, HITRUST, and other standards.
\n\u2022 Real-time orchestration that makes insights actionable within workflows.<\/p>\nHow IMAT Supports the Shift<\/h3>\n