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
2,494 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 · Lead to Cash
AI Sales Account Executive Assistant
Potential: HighEffort: MediumSource: snowflake.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
AI Shopping Assistant for Guided Selling
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 3 Aug 2026
Optimization · Plan to Fulfill
AI Simulation for Inventory Scenario Planning
Potential: HighEffort: MediumSource: futurumgroup.com (opens in a new tab) · added 3 Aug 2026
RPA + AI · Lead to Cash
AI Workflow Automation in Drug Development
Potential: HighEffort: MediumSource: pharmaceutical-technology.com (opens in a new tab) · added 3 Aug 2026
IDP + LLM · Source to Pay
AI-Accelerated Contract Review in Procurement
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
AI-Assisted Medical Record Compliance Checking
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
AI-Based Customer Retention Priority Scoring
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 3 Aug 2026
Optimization · Lead to Cash
AI-Driven Assortment and Dynamic Pricing
Potential: HighEffort: MediumSource: invent.ai (opens in a new tab) · added 3 Aug 2026
IDP + LLM · Plan to Fulfill
AI-Driven Clinical Document Processing
Potential: HighEffort: MediumSource: clinicaltrialsarena.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
AI-Driven Credit Risk and Collections Prioritization
Potential: HighEffort: MediumSource: tratta.io (opens in a new tab) · added 3 Aug 2026
LLM · Governance
AI-Driven Data Governance and Policy Enforcement
Potential: HighEffort: MediumSource: informatica.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
AI-Driven Demand Forecasting for CPG
Potential: HighEffort: MediumSource: sranalytics.io (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
AI-Driven Inventory Accuracy and Replenishment
Potential: HighEffort: MediumSource: nielseniq.com (opens in a new tab) · added 3 Aug 2026
Optimization · Plan to Fulfill
AI-Driven Inventory Buffer Optimization
Potential: HighEffort: MediumSource: supplychaindigital.com (opens in a new tab) · added 3 Aug 2026
Optimization · Plan to Fulfill
AI-Driven Inventory Planning Optimization
Potential: HighEffort: MediumSource: consumergoods.com (opens in a new tab) · added 3 Aug 2026
LLM · Finance
AI-Driven Invoice Approval Routing
Potential: HighEffort: MediumSource: netsuite.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Recruit to Retire
AI-Driven Patient Recruitment and Site Selection
Potential: HighEffort: MediumSource: clinicalleader.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Governance
AI-Driven Process Modeling and Optimization
Potential: HighEffort: MediumSource: kyndryl.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Finance
AI-Driven Process Observability and Bottleneck Detection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Finance
AI-Driven Purchase-to-Pay Process Mining
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
AI-Driven Upsell and Cross-Sell Recommendations in Field Service
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 3 Aug 2026
Computer Vision · Lead to Cash
AI-Driven Vehicle Identifier Capture for Automotive Inspection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
LLM · Finance
AI-Enabled Procurement Contract Analysis
Potential: HighEffort: MediumSource: gartner.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
AI-Powered Candidate Screening and Ranking
Potential: HighEffort: MediumSource: workhuman.com (opens in a new tab) · added 3 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
391 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.
