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
1,014 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
LLM + Analytics · Lead to Cash
Personalized Shopper Engagement via Conversational AI
Potential: MediumEffort: MediumSource: coxautoinc.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Recruit to Retire
Proactive Talent Pipeline Generation
Potential: MediumEffort: MediumSource: workhuman.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Lead to Cash
Process Mining-Grounded Agent Guardrails
Potential: MediumEffort: HighSource: aws.amazon.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
LLM + Analytics · Lead to Cash
Self-Service Data Exploration for Operations
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Governance
Sentiment Analysis for Incident Prioritization
Potential: MediumEffort: LowSource: servicenow.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Governance
Third-Party Risk Monitoring with Domain-Specific AI
Potential: HighEffort: MediumSource: nqc.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Recruit to Retire
Trade Promotion Effectiveness Analytics
Potential: MediumEffort: MediumSource: sintec.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
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 · Governance
Agentic AI for Autonomous Merchandising
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Lead to Cash
Agentic AI Process Governance Platform
Potential: HighEffort: HighSource: processexcellencenetwork.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 · Lead to Cash
Agentic Workflow Orchestration Across Enterprise Systems
Potential: HighEffort: HighSource: seekingalpha.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Lead to Cash
AI Agent Governance and Monitoring
Potential: MediumEffort: HighSource: cio.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Governance
AI Copilot for Financial Close Journal Review
Potential: HighEffort: MediumSource: a16z.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
LLM + Analytics · Lead to Cash
AI Workforce Upskilling and Training Personalization
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Plan to Fulfill
AI-Assisted S&OP and Integrated Business Planning
Potential: MediumEffort: HighSource: pigment.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Governance
AI-Driven AP Process Mining and Benchmarking
Potential: MediumEffort: MediumSource: rolandberger.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
251 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.
