Business Flows · Knowledge Graph
AI use cases
Every week our AI Use Case Pioneer agent reads what vendors, analysts and practitioners publish about AI in operations. Each use case is mapped onto the Business Flows process model and rated by business potential and implementation effort. This page lets you explore the whole curated catalogue.
Curated content · Business Flows Knowledge Graph
This catalogue is drawn from the Business Flows Knowledge Graph, the curated library of end-to-end processes, SAP scope items, compliance obligations and AI accelerators behind our consulting work. Every use case links to the public source it was found in, so you can check it yourself. In the Business Flows Browser each one also shows its full description, the processes it accelerates and the regulations that apply to it.
Live from the knowledge graph · as of 10 Nov 2026 · 1,094 added in the last 30 days
5,390
AI use cases
10
AI technologies
8
process domains
499
public sources cited
222
linked to compliance obligations
Explore the catalogue
159 of 5,390 use cases match. Click a bar or a cell to filter.
Where to start: potential × effort
Business potential against implementation effort, as rated in the knowledge graph.
By end-to-end process domain
Where in the Business Flows process model each use case applies.
A library that grows every week
Use cases added to the knowledge graph since the pipeline started.
Matching use casesnewest first
Machine Learning · Recruit to Retire
Skills-Based Talent Matching and Internal Mobility
Potential: HighEffort: MediumSource: juicebox.ai (opens in a new tab) · added 21 Sept 2026
Machine Learning · Recruit to Retire
Stockout Prediction and Prevention
Potential: HighEffort: LowSource: intellectyx.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Recruit to Retire
Trade Spend Optimization
Potential: HighEffort: MediumSource: fieldassist.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Recruit to Retire
AI Demand Forecasting for CPG and Retail
Potential: HighEffort: MediumSource: spscommerce.com (opens in a new tab) · added 14 Sept 2026
Machine Learning · Recruit to Retire
Payroll Anomaly Detection
Potential: MediumEffort: LowSource: fortune.com (opens in a new tab) · added 14 Sept 2026
Machine Learning · Recruit to Retire
Predictive Employee Attrition Analytics
Potential: HighEffort: MediumSource: hrmoutlook.com (opens in a new tab) · added 14 Sept 2026
Machine Learning · Recruit to Retire
Retail Sales Forecasting for Replenishment
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 14 Sept 2026
Machine Learning · Recruit to Retire
Skills-First Talent Matching and Development
Potential: HighEffort: MediumSource: blog.workday.com (opens in a new tab) · added 14 Sept 2026
Machine Learning · Recruit to Retire
Automated Sales Opportunity Insights and Next Best Action
Potential: HighEffort: LowSource: salesforce.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Recruit to Retire
Demand Forecasting for CPG Promotional Planning
Potential: HighEffort: MediumSource: smartdev.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Recruit to Retire
KYC Case Triage and Bottleneck Prediction
Potential: HighEffort: MediumSource: cxtoday.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Recruit to Retire
Retail Intelligence Agent for Continuous Merchandising Decisions
Potential: HighEffort: HighSource: erp.today (opens in a new tab) · added 7 Sept 2026
Machine Learning · Recruit to Retire
Skills Inference and Dynamic Skills Profile Generation
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Recruit to Retire
Demand Input Anomaly Detection for Planning
Potential: HighEffort: MediumSource: diginomica.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Recruit to Retire
Dynamic Reskilling Program Recommendation
Potential: HighEffort: MediumSource: sloanreview.mit.edu (opens in a new tab) · added 31 Aug 2026
Machine Learning · Recruit to Retire
Quantum ML for Predictive Drug Toxicology
Potential: HighEffort: HighSource: sas.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Recruit to Retire
Skill Gap Forecasting for Strategic Workforce Planning
Potential: HighEffort: HighSource: sloanreview.mit.edu (opens in a new tab) · added 31 Aug 2026
Machine Learning · Recruit to Retire
Zero-Shot Weekly Demand Forecasting at Scale
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Recruit to Retire
AI Agent Retraining and Fine-Tuning Automation
Potential: HighEffort: HighSource: sloanreview.mit.edu (opens in a new tab) · added 24 Aug 2026
Machine Learning · Recruit to Retire
AI Payroll Run Analyst Agent
Potential: MediumEffort: MediumSource: techtarget.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Recruit to Retire
AI-Driven Succession Planning Advisor
Potential: MediumEffort: MediumSource: techtarget.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Recruit to Retire
Predictive Fleet Maintenance Recommendation
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Recruit to Retire
Predictive Pharmacy Demand Forecasting
Potential: HighEffort: MediumSource: medcitynews.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Recruit to Retire
Skills Inference and Gap Analysis
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 24 Aug 2026
Sourced, not generated
We don't invent use cases. Our agent extracts them from published material: vendor announcements, analyst research, case studies and the trade press. It records where each one was found. 5,365 of 5,390 entries link to a public source you can open and check. Each entry is then placed in the process model and rated for potential and effort.
- Found in a public source, with a link kept on every entry
- Mapped to the end-to-end process it accelerates
- Connected to the compliance obligations that apply
- Rated for business potential and implementation effort
Most-cited publishers in this selection
82 distinct sources in this selection.
The full picture is in the Business Flows Browser
Each use case comes with its description, the processes and SAP scope items it touches, the regulations that apply, and example tooling. It is all connected in one knowledge graph that you and your AI agents can query.
