C102_Gatchell.pptx

1、,C102:WHAT DOES GOVERNANCE FOR RESPONSIBLE AI ENTAIL?,MODERNIZING YOUR DATA FOUNDATION FOR TRUSTWORTH,ENTERPRISE-SCALE AI,STEPHEN GATCHELL,PARTNER AND HEAD OF AI STRATEGY,DATA MANAGEMENT,THAT THINKS,Bridging the Gap Between Business Strategy&Enterprise AI,The Business Challenges,Data Readiness for A

2、IReadiness bottleneck,Compliance OverheadManual rule execution,Simpler AuditsLack of lineage and traceability,Non-existent Asset LibraryInventory does not exist,Inconsistent MetricsTrust in data is lacking,Non-scalable InnovationInnovation blockers,Too many manual processes,existence of data,AI and

3、technology,trust in data and AI is challenging,and governance blocks innovation,When Intelligence Becomes Cheap,Meaning Becomes Everything.Tony Seale,AI models are becoming commodities.What differentiates companies is their business meaning.But most enterprises havent encoded that meaninganywhere ma

4、chines can use it.,AI Is Converging,Recent research shows that large language models increasingly converge toward similar reasoning and outputs.Models are becoming:,Interchangeable,Commoditized,Homogeneous,Artificial Hivemind:The Open-Ended Homogeneity of Language Models,Your competitive advantage w

5、ill not come from the model.It comes from the meaningthe model can access.,When every competitor has the same AI,differentiation lives in your encoded business knowledge.,The real risk is not that AI replacesyour competitive advantage.,Your advantage dissolves when AI cannot understand what makes yo

6、ur business unique.,Your rules.Your definitions.Your domain expertise.None of it is machine-readable.Thats the gap.,The#1 Barrier toEnterprise AI Success?,Its not the technology.,Its the gap between your strategyand your actual data.,The Data Readiness Gap,?!Fragmented DefinitionsYour business canno