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
17 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 · Idea to Market
Generative AI for Production Planning Optimization
Potential: HighEffort: MediumSource: manufacturingdigital.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Idea to Market
Real-Time Production Performance Insights
Potential: HighEffort: LowSource: tulip.co (opens in a new tab) · added 12 Oct 2026
LLM + Analytics · Idea to Market
Billing Dispute Detection and Resolution Support
Potential: MediumEffort: MediumSource: dealhub.io (opens in a new tab) · added 5 Oct 2026
LLM + Analytics · Idea to Market
Implementation Scope and Effort Estimation
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 28 Sept 2026
LLM + Analytics · Idea to Market
Production Planning Agent for Order Release
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 28 Sept 2026
LLM + Analytics · Idea to Market
Automated Service Release Impact Analysis
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 14 Sept 2026
LLM + Analytics · Idea to Market
Developer Productivity Analytics with AI
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 14 Sept 2026
LLM + Analytics · Idea to Market
AI Agents for Autonomous Production Planning
Potential: HighEffort: HighSource: diginomica.com (opens in a new tab) · added 31 Aug 2026
LLM + Analytics · Idea to Market
Automated Dispute and Deduction Resolution
Potential: HighEffort: HighSource: ssonetwork.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Idea to Market
AI-Driven Robotic Task Feasibility Assessment
Potential: MediumEffort: LowSource: sloanreview.mit.edu (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Idea to Market
Generative Engine Optimization for Product Catalogs
Potential: HighEffort: MediumSource: letsdatascience.com (opens in a new tab) · added 6 Jul 2026
LLM + Analytics · Idea to Market
AI-Powered Social Commerce Trend Detection
Potential: MediumEffort: MediumSource: retailtouchpoints.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Idea to Market
AI-Driven Seasonal Collection Design Support
Potential: MediumEffort: MediumSource: wwd.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Idea to Market
Agentic Commercial Intelligence for Launch Acceleration
Potential: HighEffort: MediumSource: pharmaphorum.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Idea to Market
AI-Guided Invoice Exception Resolution Actions
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 20 Mar 2026
LLM + Analytics · Idea to Market
Prescriptive Dashboard Analyzer for Process KPI Actions
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 20 Mar 2026
LLM + Analytics · Idea to Market
PR Status Answers via Natural Language
Potential: MediumEffort: LowCompliance-relevantSource: community.sap.com (opens in a new tab) · added 17 Mar 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
13 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.
