PMI CPMAI case studies
PMI CPMAI · Put your knowledge to work in context.
The PMI Certified Professional in Managing AI (PMI-CPMAI)™ is a specialized credential listed by the Project Management Institute alongside its other specialized certifications, such as PMI-ACP, PMI-RMP, PMI-PBA and PMI-SP. PMI describes itself as the home of project management, and the PMI-CPMAI sits in the part of its catalogue aimed at practitioners who deliver projects involving artificial intelligence rather than at general project managers alone. The PMI CPMAI case studies are 5 cases and about 3,800 words.
1The Black-Box Schedule Forecast on a Fixed-Date ERP Cutover
Northline Engineering runs a 14-month ERP replacement across five sites, with 340 scheduled activities and nine external contractors. The PMO has licensed an AI schedule-forecasting tool that ingests Primavera P6 history and daily progress updates.
772 words, about 4 min2Pilot-to-Production Gate for a Defect-Detection Vision Model
Vantage Plastics operates six injection-molding plants and is piloting a computer-vision system to detect short shots, flash, and sink marks on a high-volume automotive part. On the pilot line, the model achieved 98.2% recall and 0.8% false positives against 4,000 images curated by two retired quality inspectors.
779 words, about 4 min3HR Assistant Retrieval Over Investigation Notes
PeopleOps at a 400-person professional services firm has built an internal HR assistant using a third-party large language model API and retrieval over 12,000 SharePoint documents. The corpus includes global HR policy, compensation bands, performance-review guidance, and a folder of employee-relations investigation notes that was never meant to be searchable.
734 words, about 4 min4Resume Screening with Adverse Impact Before the Hiring Surge
Meridian Retail receives about 2,000 applications a month for hourly roles across the United States and Germany. A vendor’s AI resume-screening tool ranked candidates in a pilot and cut recruiter screening time by 60%.
767 words, about 4 min5Silent Model Failure After a Feature Pipeline Change
Orion Subscription Services deployed a churn-risk model to its CRM six months ago. The model, built by a four-person data science team, scored 0.92 AUC on a holdout set and flags accounts for retention outreach.
748 words, about 4 min