为 Agentic AI 做好数据基础准备.pdf

1、 COPYRIGHT 2025,TREDENCE.ALL RIGHTS RESERVED1Navigating Agentic AI in Large Enterprises TodayTHE CURRENT LANDSCAPECEOs want Agents at scale yesterdayData foundation was built for human to machine interactionAgents show promise in isolation but challenge while scalingAgents struggle to interact with

2、traditional data foundations.WHY?COPYRIGHT 2025,TREDENCE.ALL RIGHTS RESERVED2Why Metadata makes a world of difference?Material_NumberPlant_IDYear_MonthRegionTotal_StockDead_StockMonthly_DemandTotal_Stock_Value($)Dead_Stock_Value($)Last_Month_Sales($)stoK_lvl_dummyavg$cons_rateMASKU-A01 PLT-NY012025-

3、06CA11,7671,0146,845$32,760.95$3,135.96$26,438.41 2711.02MASKU-A01 PLT-TX052025-05West11,6072,3986,387$29,011.53$5,731.03$26,438.41 2510.96MASKU-B22 PLT-NY012025-06South-West8,1185355,567$19,649.58$1,821.56$20,852.72 2681.12MASKU-B22 PLT-TX052025-05Virginia8,2977223,195$22,729.45$2,384.18$20,852.72

4、1811.14MASKU-C18 PLT-NY012025-06North7,1642,0695,885$22,449.51$5,156.02$22,379.44 2970.95Inaccurate Column NamesGeographical hierarchies are not standardizedStocks does not mean anything unless associated with Unit of MeasuresSales Value are at Material level,but granularity is Plant COPYRIGHT 2025,

5、TREDENCE.ALL RIGHTS RESERVEDFord Model T -19053The OG of GPTTHE FIRST AUTOMOBILE BY BENZ-1885 COPYRIGHT 2025,TREDENCE.ALL RIGHTS RESERVED4J-curve of GPTs.What is needed for an inflection point on the Agentic journey.The tipping point for enterprise data isnt just general models.Its vertical-focused

6、models and context.COPYRIGHT 2025,TREDENCE.ALL RIGHTS RESERVED5Lets Understand the Context from Lead Time COPYRIGHT 2025,TREDENCE.ALL RIGHTS RESERVED6Context=Metadata+Business Logic+Usage Mapping“Lead Time”is never just one number.Its 25 definitions in disguise.Actual DC to Store LT was 8 days(Wareh