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
402 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 AI technology
The technology that powers each use case.
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
LLM · Recruit to Retire
Conversational AI Tutor for Skill Coaching
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Recruit to Retire
Decision-Centric Demand Forecasting for Retail
Potential: HighEffort: MediumSource: sloanreview.mit.edu (opens in a new tab) · added 26 Oct 2026
LLM · Recruit to Retire
Intelligent New Hire Onboarding Chatbot
Potential: MediumEffort: LowSource: info.weareeverise.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Recruit to Retire
Predictive Demand Forecasting for Flexible Supply Chain
Potential: HighEffort: MediumSource: eu.36kr.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Recruit to Retire
Probabilistic Demand Forecasting with Scenario Simulation
Potential: HighEffort: MediumSource: digitalapplied.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Recruit to Retire
Process Mining with Signavio and Joule
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Recruit to Retire
Promotion and Product Lifecycle Forecasting
Potential: HighEffort: MediumSource: pigment.com (opens in a new tab) · added 26 Oct 2026
LLM · Recruit to Retire
AI-Assisted Performance Review Drafting
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 19 Oct 2026
LLM · Recruit to Retire
AI-Driven Contingent Worker Job Posting Generation
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Recruit to Retire
AI-Driven Demand Forecasting for Retail Merchandising
Potential: HighEffort: MediumSource: cnn.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Recruit to Retire
AI-Driven Skills Matching and Internal Mobility
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Recruit to Retire
AI-Driven Workforce Skills Inference
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 19 Oct 2026
LLM · Recruit to Retire
AI-Powered HR Service Request Assistant
Potential: HighEffort: LowSource: news.sap.com (opens in a new tab) · added 19 Oct 2026
LLM · Recruit to Retire
Automated Detection of AI Hallucinations About Brand
Potential: HighEffort: MediumSource: sloanreview.mit.edu (opens in a new tab) · added 19 Oct 2026
Machine Learning · Recruit to Retire
Automated New Hire Data Processing in Recruiting
Potential: MediumEffort: LowSource: community.sap.com (opens in a new tab) · added 19 Oct 2026
LLM + Analytics · Recruit to Retire
Automated New-Hire Onboarding Workflow Orchestration
Potential: HighEffort: MediumSource: globenewswire.com (opens in a new tab) · added 19 Oct 2026
RPA + AI · Recruit to Retire
Automated Operational Task Execution by AI Agents
Potential: HighEffort: LowSource: techcrunch.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Recruit to Retire
Automated Payroll Anomaly Detection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Recruit to Retire
Clinical Data Anomaly and Quality Detection
Potential: HighEffort: MediumSource: appliedclinicaltrialsonline.com (opens in a new tab) · added 19 Oct 2026
LLM + Analytics · Recruit to Retire
Forecast Value Add Analysis with AI Agents
Potential: HighEffort: MediumSource: scmr.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Recruit to Retire
Intelligent Candidate Matching for External Workforce
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Recruit to Retire
Intelligent Patient Recruitment and Matching
Potential: HighEffort: HighSource: appliedclinicaltrialsonline.com (opens in a new tab) · added 19 Oct 2026
LLM · Recruit to Retire
No-Code HR AI Agent Deployment and Governance
Potential: HighEffort: MediumSource: globenewswire.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Recruit to Retire
Opportunity Surfacing for Sales Performance Improvement
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 19 Oct 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
136 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.
