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
641 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 · Plan to Fulfill
Vendor and Spec Sheet Hallucination Guardrails
Potential: HighEffort: MediumSource: rdworldonline.com (opens in a new tab) · added 31 Aug 2026
Computer Vision · Plan to Fulfill
Vision-Based Pharmaceutical Packaging Verification
Potential: HighEffort: MediumSource: marketsandmarkets.com (opens in a new tab) · added 31 Aug 2026
Computer Vision · Plan to Fulfill
Vision-Based Quality Inspection on Production Lines
Potential: HighEffort: MediumSource: blogs.oracle.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Plan to Fulfill
Agentic Data Quality and Governance Enforcement
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 24 Aug 2026
IDP + LLM · Plan to Fulfill
Agentic Digitization of Batch Manufacturing Records
Potential: MediumEffort: HighSource: arxiv.org (opens in a new tab) · added 24 Aug 2026
Machine Learning · Plan to Fulfill
AI-Driven Batch Release for Pharmaceuticals
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Plan to Fulfill
AI-Powered Quality Inspection Analytics
Potential: HighEffort: MediumSource: netsuite.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Plan to Fulfill
Anomalous Database Access Detection
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Plan to Fulfill
Autonomous GMP Quality Control in Pharma Smart Factory
Potential: MediumEffort: HighSource: intuitionlabs.ai (opens in a new tab) · added 24 Aug 2026
Computer Vision · Plan to Fulfill
Computer Vision Batch Inspection in Pharma
Potential: HighEffort: HighSource: intuitionlabs.ai (opens in a new tab) · added 24 Aug 2026
Computer Vision · Plan to Fulfill
Deep Learning Visual Defect Detection
Potential: HighEffort: MediumSource: netsuite.com (opens in a new tab) · added 24 Aug 2026
LLM + Analytics · Plan to Fulfill
Real-Time Product Trend Discovery for Merchandising
Potential: HighEffort: MediumSource: aimultiple.com (opens in a new tab) · added 24 Aug 2026
LLM · Plan to Fulfill
Semantic Retrieval for Regulatory Compliance Documents
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Plan to Fulfill
Supplier Master Data Deduplication and Enrichment
Potential: MediumEffort: LowSource: recorded in the knowledge graph · added 24 Aug 2026
Computer Vision · Plan to Fulfill
Vision-Based Automated Quality Inspection
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 24 Aug 2026
LLM + Analytics · Plan to Fulfill
Agentic AI for Regulatory Submission Automation
Potential: HighEffort: HighSource: biopharminternational.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Plan to Fulfill
AI-Based Inventory Demand Forecasting
Potential: HighEffort: MediumSource: coursera.org (opens in a new tab) · added 17 Aug 2026
Computer Vision · Plan to Fulfill
AI-Based Quality Monitoring in Chemical Production
Potential: HighEffort: MediumSource: market.us (opens in a new tab) · added 17 Aug 2026
Computer Vision · Plan to Fulfill
AI-Enhanced Quality Inspection with Computer Vision
Potential: MediumEffort: MediumSource: ibm.com (opens in a new tab) · added 17 Aug 2026
Computer Vision · Plan to Fulfill
AI-Powered Quality Inspection Automation
Potential: HighEffort: MediumSource: fortunebusinessinsights.com (opens in a new tab) · added 17 Aug 2026
LLM · Plan to Fulfill
Automated Data Cataloging and Metadata Enrichment
Potential: MediumEffort: MediumSource: aimultiple.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Plan to Fulfill
Automated Quality Inspection Reporting
Potential: MediumEffort: LowSource: indexbox.io (opens in a new tab) · added 17 Aug 2026
RPA + AI · Plan to Fulfill
Automation of Repetitive Plant Tasks
Potential: MediumEffort: LowSource: coursera.org (opens in a new tab) · added 17 Aug 2026
Machine Learning · Plan to Fulfill
Data Harmonization for Pharma Operations
Potential: HighEffort: HighSource: biopharminternational.com (opens in a new tab) · added 17 Aug 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
198 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.
