1446 - AI 叙述代理 - 释放智能：IBM Planning Analytics 和 AI 如何简化 1,100 个 TM1 流程.pdf

1、Orlando,FLOctober 69IBM TechXchange 2025Bela MamikonyanKeurig Dr Pepper,Finance DirectorDavid MoraKeurig Dr Pepper,Data Engineering Manager1446AI Narration Agent-Unlocking Intelligence:How IBM Planning Analytics and AI Streamlined 1,100 TM1 ProcessesAgenda01020304A legacy of complexityThe idea in sh

2、ortBusiness ValueNext stepsIBM TechXchange|2025 IBM CorporationA single enterprise application of moderate complexity often ends up on the order of 100k 300k LOC written in-house after five years 1Continuous feature developmentAddition of Automation scriptsRefactoring and optimizationIBM TechXchange

3、|2025 IBM Corporation31.Costantini,K.(2022,December 12).Long term trends from 40 years of completed software Project Data.QSM Software Project Estimation.https:/ Code without context means nothingThe idea in shortIBM TechXchange|2025 IBM Corporation4Planning Analytics ServerAI ENGINEMiddlewareMiddle

4、ware (Python scripts)(Python scripts)-Wrap TM1 response into AI requests-Ship the responses to present to the teamAI Python PackageContainer holding narration results to be presented to developersPython Environment-AI package-TM1py package-Supporting data manipulation packagesPlease narrate this PA

5、scriptHeres the narrationREST API responseSend back process scriptsREST API request:Process scriptsBusiness ValueIBM TechXchange|2025 IBM Corporation5Use case:Changes to the Product Dimension10 scripts took 5h of effort for a developer to assess and understand impacts before he could start codingSet

6、ting up the AI infrastructure and services took 30hHowever,this will enable any developer to run the assessments in minutes for this and other dimensions or processesIBM TechXchange|2025 IBM Corporation6Next stepsIdentify inefficiencies in the code and implement improvements in our TIs based on the