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 11 Nov 2026 · 883 added in the last 30 days

Access the full library

5,390

AI use cases

AI technologies

process domains

499

public sources cited

222

linked to compliance obligations

Explore the catalogue

1,014 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.

High effortMedium effortLow effort

High potential229 412 36Quick wins

Medium potential61 208 68

Low potential0 0 0

By AI technology

The technology that powers each use case.

LLM + Analytics1,014

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.

5,390

2026-02-16 running total added per week2026-11-09

Matching use casesnewest first

LLM + Analytics · Lead to Cash
Incident Solution Matching for Faster Resolution
Potential: HighEffort: Medium
Source: news.sap.com (opens in a new tab) · added 23 Mar 2026
LLM + Analytics
Order Exception Resolution Copilot
Potential: HighEffort: MediumCompliance-relevant
Source: recorded in the knowledge graph · added 22 Mar 2026
LLM + Analytics · Acquire to Decommission
Safety Incident Triage and Auto-Classification
Potential: MediumEffort: Medium
Source: recorded in the knowledge graph · added 22 Mar 2026
LLM + Analytics
Autonomous Supplier Bid Comparison Recommendations
Potential: HighEffort: MediumCompliance-relevant
Source: news.sap.com (opens in a new tab) · added 21 Mar 2026
LLM + Analytics · Finance
Cash Flow Oversight and Risk Alerts
Potential: HighEffort: Medium
Source: news.sap.com (opens in a new tab) · added 21 Mar 2026
LLM + Analytics · Plan to Fulfill
Forecast Explanation Summaries for Planners
Potential: MediumEffort: LowCompliance-relevant
Source: news.sap.com (opens in a new tab) · added 21 Mar 2026
LLM + Analytics · Plan to Fulfill
Serialization Exchange Error Root-Cause Suggestions
Potential: MediumEffort: MediumCompliance-relevant
Source: news.sap.com (opens in a new tab) · added 21 Mar 2026
LLM + Analytics · Idea to Market
AI-Guided Invoice Exception Resolution Actions
Potential: HighEffort: Medium
Source: news.sap.com (opens in a new tab) · added 20 Mar 2026
LLM + Analytics · Governance
Conversational Process Mining Insights for E2E Bottlenecks
Potential: HighEffort: Medium
Source: 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: Medium
Source: news.sap.com (opens in a new tab) · added 20 Mar 2026
LLM + Analytics
AI-Assisted Inventory Optimization Results Explanation
Potential: HighEffort: MediumCompliance-relevant
Source: help.sap.com (opens in a new tab) · added 19 Mar 2026
LLM + Analytics
AI-Assisted Supply Optimization Results Explanation
Potential: HighEffort: MediumCompliance-relevant
Source: news.sap.com (opens in a new tab) · added 19 Mar 2026
LLM + Analytics · Plan to Fulfill
Exception Root-Cause Insights for Invoice Rejections
Potential: HighEffort: Medium
Source: news.sap.com (opens in a new tab) · added 19 Mar 2026
LLM + Analytics · Lead to Cash
Automated Inspection Lot Decision Support Summaries
Potential: MediumEffort: HighCompliance-relevant
Source: help.sap.com (opens in a new tab) · added 18 Mar 2026
LLM + Analytics · Plan to Fulfill
GenAI Forecast Run Summary for Planners
Potential: HighEffort: LowCompliance-relevant
Source: sap.com (opens in a new tab) · added 18 Mar 2026
LLM + Analytics · Governance
Natural-Language Workforce Analytics for Managers
Potential: MediumEffort: MediumCompliance-relevant
Source: sap.com (opens in a new tab) · added 18 Mar 2026
LLM + Analytics · Idea to Market
PR Status Answers via Natural Language
Potential: MediumEffort: LowCompliance-relevant
Source: community.sap.com (opens in a new tab) · added 17 Mar 2026
LLM + Analytics · Plan to Fulfill
Production Order Release Risk Checks and Workarounds
Potential: HighEffort: Medium
Source: news.sap.com (opens in a new tab) · added 16 Mar 2026
LLM + Analytics · Lead to Cash
AI-Assisted Inventory Optimization Analysis
Potential: HighEffort: Medium
Source: news.sap.com (opens in a new tab) · added 15 Mar 2026
LLM + Analytics · Plan to Fulfill
AI Root Cause Analysis for Process Deviations
Potential: MediumEffort: MediumCompliance-relevant
Source: globenewswire.com (opens in a new tab) · added 12 Mar 2026
LLM + Analytics · Finance
Touchless Invoice Matching and Exception Triage
Potential: HighEffort: MediumCompliance-relevant
Source: sap.com (opens in a new tab) · added 10 Mar 2026
LLM + Analytics · Plan to Fulfill
Dispute Root Cause Analysis and Resolution Agent
Potential: HighEffort: HighCompliance-relevant
Source: sap.com (opens in a new tab) · added 8 Mar 2026
LLM + Analytics
Unstructured Invoice Rejection Error Structuring
Potential: HighEffort: Medium
Source: accountingtoday.com (opens in a new tab) · added 7 Mar 2026
LLM + Analytics · Lead to Cash
Guided Accrual Proposal and Posting Preparation
Potential: HighEffort: Medium
Source: sap.com (opens in a new tab) · added 6 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

251 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.

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