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
747 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 + Analytics · Finance
Configuration Recommendation Assistant
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Finance
Cross-Functional AI Insight Sharing Hub
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 2 Nov 2026
LLM · Finance
Developer Copilot for ABAP Code Generation
Potential: HighEffort: LowSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Finance
Fine-Tuned Edge Models for Solar Asset Monitoring
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
LLM · Finance
Generative AI for Drug Discovery Acceleration
Potential: HighEffort: HighSource: fortune.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Finance
Generative AI for Pharma Drug Discovery
Potential: HighEffort: HighSource: insilico.com (opens in a new tab) · added 2 Nov 2026
LLM · Finance
Joule Copilot for Invoice Management
Potential: HighEffort: LowSource: sap.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Finance
Procurement Spend Analysis and Insights
Potential: HighEffort: MediumSource: tommasomariaricci.com (opens in a new tab) · added 2 Nov 2026
Optimization · Finance
Resource Optimization for Logistics and Sustainment
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Finance
Supplier Risk Scoring from Structured ERP Data
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Finance
Transformation Readiness Assessment Assistant
Potential: HighEffort: LowSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Finance
Trust-Scored AI Decision Support for Procurement
Potential: HighEffort: MediumSource: microsoft.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Finance
Unified Data Fabric for Cross-Process Insights
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM · Finance
Agent-Based Incident Triage and Escalation
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM · Finance
Agent-Based Procurement Insights and Decision Support
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Finance
Agentic AI for Automated Process Remediation
Potential: HighEffort: HighSource: siliconangle.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Finance
Agentic AI Project Value Tracking
Potential: HighEffort: MediumSource: hcamag.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Finance
Agentic FX Rate Optimization for Cross-Border Payments
Potential: HighEffort: HighSource: fxcintel.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Finance
Agentic Sourcing and Supplier Risk Monitoring
Potential: HighEffort: MediumSource: procurementtactics.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Finance
AI Deviation and CAPA Management in Pharma
Potential: HighEffort: MediumSource: entefylabs.ai (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Finance
AI Invoicing Assistant with Fraud Detection
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Finance
AI Software Spend Forecasting and Optimization
Potential: MediumEffort: MediumSource: hcamag.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Finance
AI-Based Invoice Exception Handling
Potential: HighEffort: MediumSource: rolandberger.com (opens in a new tab) · added 26 Oct 2026
Optimization · Finance
AI-Based Optimization of Water Reuse and Blowdown Recovery
Potential: HighEffort: MediumSource: plantservices.com (opens in a new tab) · added 26 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
207 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.
