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
105 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
Machine Learning · Idea to Market
Process Reliability Analytics for DeltaV Operations
Potential: HighEffort: HighSource: fortunebusinessinsights.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Idea to Market
AI-Driven Smart Factory Process Optimization
Potential: HighEffort: MediumSource: fortunebusinessinsights.com (opens in a new tab) · added 17 Aug 2026
LLM · Idea to Market
Generative Design for Manufacturing
Potential: HighEffort: HighSource: fortunebusinessinsights.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Idea to Market
Predictive Batch Yield Variability Forecasting
Potential: HighEffort: MediumSource: pharmaceuticalcommerce.com (opens in a new tab) · added 17 Aug 2026
LLM · Idea to Market
Synthetic Data Generation for Data-Scarce Domains
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
LLM · Idea to Market
Transactional Process Execution via Conversational AI
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Idea to Market
AI-Based Retrosynthesis Route Planning
Potential: HighEffort: HighSource: ey.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Idea to Market
Anomaly-Based Automated Production Line Stops
Potential: HighEffort: MediumSource: shopify.com (opens in a new tab) · added 10 Aug 2026
Optimization · Idea to Market
Process Parameter Optimization for Yield Improvement
Potential: HighEffort: HighSource: medium.datadriveninvestor.com (opens in a new tab) · added 10 Aug 2026
LLM · Idea to Market
Secure Agentic Self-Service for Personnel Records
Potential: MediumEffort: HighSource: salesforce.com (opens in a new tab) · added 10 Aug 2026
LLM · Idea to Market
Adaptive Document Creation with Feedback Loops
Potential: HighEffort: MediumSource: snowflake.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Idea to Market
AI-Assisted Process Development for Small-Molecule APIs
Potential: HighEffort: HighSource: dcatvci.org (opens in a new tab) · added 3 Aug 2026
Machine Learning · Idea to Market
AI-Driven Tolerance Optimization for Cost Reduction
Potential: MediumEffort: MediumSource: metrology.news (opens in a new tab) · added 3 Aug 2026
LLM · Idea to Market
AI-Ready Product Catalog Enrichment
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 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
Machine Learning · Idea to Market
Predictive Analytics for Production Planning
Potential: HighEffort: MediumSource: cio.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Idea to Market
Predictive Collections Prioritization
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
LLM · Idea to Market
AI-Driven Product Cataloging in Regional Languages
Potential: MediumEffort: MediumSource: business.cornell.edu (opens in a new tab) · added 27 Jul 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
Machine Learning · Idea to Market
Digital Twin Process Advisor for Melting Operations
Potential: HighEffort: HighSource: klover.ai (opens in a new tab) · added 27 Jul 2026
Machine Learning · Idea to Market
Digital Twin-Based Production Workflow Optimization
Potential: HighEffort: HighSource: marketsandmarkets.com (opens in a new tab) · added 27 Jul 2026
Optimization · Idea to Market
Real-Time Plant Production Optimization via Remote Control Centers
Potential: HighEffort: HighSource: klover.ai (opens in a new tab) · added 27 Jul 2026
Machine Learning · Idea to Market
Soft Sensors for Chemical Process Yield
Potential: MediumEffort: HighSource: aspentech.com (opens in a new tab) · added 27 Jul 2026
LLM · Idea to Market
Conversational Query Interface for Market Research Repository
Potential: MediumEffort: MediumSource: sloanreview.mit.edu (opens in a new tab) · added 20 Jul 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
67 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.
