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
819 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
Unique Agent Identity and Access Control
Potential: MediumEffort: MediumSource: thenewstack.io (opens in a new tab) · added 14 Sept 2026
LLM · Lead to Cash
AI Agent Orchestration in Slack Workflows
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 7 Sept 2026
IDP + LLM · Finance
AI Supplier Invoice Validation in Chemicals
Potential: MediumEffort: MediumSource: digitaldefynd.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Governance
AI-Based Anomaly Detection in Financial Postings
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Plan to Fulfill
AI-Driven Chemical Supply Chain Demand Forecasting
Potential: MediumEffort: MediumSource: digitaldefynd.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Idea to Market
AI-Driven Process Simulation for Scenario Planning
Potential: MediumEffort: MediumSource: cxtoday.com (opens in a new tab) · added 7 Sept 2026
LLM · Lead to Cash
Automated Agent Memory Lifecycle Management
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
LLM + Analytics
Automated Value Case Generation via API
Potential: MediumEffort: MediumSource: cxtoday.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Governance
Compensation Recommendation Engine
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 7 Sept 2026
LLM + Analytics · Governance
Compliance-Driven Memory Pruning for AI Agents
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
LLM · Governance
Conversational Cluster Capacity Management
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
LLM + Analytics · Lead to Cash
Cross-Channel Customer Memory for Personalized Ordering
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Plan to Fulfill
Industry-Specific Velocity Packs for Life Sciences Data Models
Potential: MediumEffort: MediumSource: hpcwire.com (opens in a new tab) · added 7 Sept 2026
Optimization
Intelligent Material Reservation for Orders
Potential: MediumEffort: MediumSource: erp.today (opens in a new tab) · added 7 Sept 2026
LLM + Analytics
LLM Usage Telemetry and Budget Enforcement
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
LLM · Idea to Market
LLM-Based Robot Programming Assistant
Potential: MediumEffort: MediumSource: gminsights.com (opens in a new tab) · added 7 Sept 2026
LLM · Governance
Persistent Customer Context Memory for Support Agents
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Governance
Personalized Loyalty Messaging Frequency Optimization
Potential: MediumEffort: MediumSource: customerexperiencedive.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Lead to Cash
Predictive Cart Abandonment Prevention
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Lead to Cash
Predictive Integration Failure Analysis
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Governance
Proactive Incident Prediction from System Logs
Potential: MediumEffort: MediumSource: smartdev.com (opens in a new tab) · added 7 Sept 2026
LLM · Lead to Cash
Rapid Prototyping of Robotics Use Cases via AI Jam
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 7 Sept 2026
LLM + Analytics · Source to Pay
Searchable Technical Documentation Knowledge Base
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
LLM · Plan to Fulfill
Slack-Native Workflow Agents
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 7 Sept 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
259 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.
