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
693 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 · Governance
Incident Summarization for Agent Handover
Potential: MediumEffort: LowSource: kaptius.com (opens in a new tab) · added 21 Sept 2026
LLM + Analytics · Governance
LLM-Based Reconciliation Decision Scoring
Potential: MediumEffort: MediumSource: scale.com (opens in a new tab) · added 21 Sept 2026
LLM + Analytics · Governance
Now Assist Skill for Resolution Recommendation
Potential: HighEffort: MediumSource: servicenow.com (opens in a new tab) · added 21 Sept 2026
LLM + Analytics · Governance
Real-Time Player Performance Analytics
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Governance
Real-Time Supply Chain Risk Detection
Potential: HighEffort: MediumSource: varitecconsulting.com (opens in a new tab) · added 21 Sept 2026
LLM + Analytics · Governance
Reflector-Based Multi-Agent Performance Tuning
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM + Analytics · Governance
Unified Data Harmonization for Esports Operations
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 21 Sept 2026
LLM · Governance
Virtual Agent Ticket Deflection via Self-Service
Potential: HighEffort: MediumSource: kaptius.com (opens in a new tab) · added 21 Sept 2026
LLM + Analytics · Governance
AI Use Case Prioritization and Business Value Assessment
Potential: MediumEffort: LowSource: cio.com (opens in a new tab) · added 14 Sept 2026
LLM + Analytics · Governance
AI Value-to-Cost Optimization Analytics
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 14 Sept 2026
LLM · Governance
AI-Driven Incident Triage and Postmortem Documentation
Potential: HighEffort: MediumSource: cio.com (opens in a new tab) · added 14 Sept 2026
Machine Learning · Governance
AI-Driven Revenue Forecasting and Scenario Planning
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 14 Sept 2026
LLM + Analytics · Governance
Automated AI Agent Risk and Compliance Verification
Potential: HighEffort: MediumSource: thenewstack.io (opens in a new tab) · added 14 Sept 2026
RPA + AI · Governance
Automated Back-Office Task Processing
Potential: HighEffort: MediumSource: bcg.com (opens in a new tab) · added 14 Sept 2026
LLM · Governance
Automated Code Review and Quality Assurance
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 14 Sept 2026
LLM · Governance
Automated PII Detection in Financial Documents
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 14 Sept 2026
LLM + Analytics · Governance
Autonomous Financial Close Agents
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 14 Sept 2026
LLM + Analytics · Governance
Consumption-Based AI Agent Cost Forecasting
Potential: MediumEffort: LowSource: msdynamicsworld.com (opens in a new tab) · added 14 Sept 2026
LLM · Governance
Conversational Process Insights for Business Users
Potential: HighEffort: LowSource: processexcellencenetwork.com (opens in a new tab) · added 14 Sept 2026
LLM · Governance
Expert Knowledge Capture from Retiring Workforce
Potential: MediumEffort: MediumSource: emerj.com (opens in a new tab) · added 14 Sept 2026
Machine Learning · Governance
Fraud Detection and Anomaly Monitoring in Finance
Potential: HighEffort: MediumSource: arvato-systems.com (opens in a new tab) · added 14 Sept 2026
LLM · Governance
Intelligent Knowledge Base Search Assistant
Potential: HighEffort: LowSource: news.sap.com (opens in a new tab) · added 14 Sept 2026
LLM + Analytics · Governance
Process Content Recommender for Modeling Reuse
Potential: HighEffort: MediumSource: processexcellencenetwork.com (opens in a new tab) · added 14 Sept 2026
LLM + Analytics · Governance
Real-Time Player Ranking and Analytics
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 14 Sept 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
171 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.
