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

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.

High effortMedium effortLow effort

High potential0 2,494 0Quick wins

Medium potential0 0 0

Low potential0 0 0

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.

5,390

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

Matching use casesnewest first

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
IDP + LLM · Lead to Cash
Remittance Advice Interpretation for Cash Application
Potential: HighEffort: Medium
Source: help.sap.com (opens in a new tab) · added 9 Mar 2026
IDP · Plan to Fulfill
Sales Order Creation from Unstructured Requests
Potential: HighEffort: Medium
Source: help.sap.com (opens in a new tab) · added 8 Mar 2026
Computer Vision · Plan to Fulfill
Defect Detection from Shop-Floor Images
Potential: HighEffort: Medium
Source: sap.com (opens in a new tab) · added 7 Mar 2026
LLM + Analytics
Unstructured Invoice Rejection Error Structuring
Potential: HighEffort: Medium
Source: accountingtoday.com (opens in a new tab) · added 7 Mar 2026
Machine Learning · Recruit to Retire
AI Applicant Screening and Skills Match Scoring
Potential: HighEffort: MediumCompliance-relevant
Source: sap.com (opens in a new tab) · added 6 Mar 2026
LLM · Source to Pay
Contract Clause Risk Detection and Redline Suggestions
Potential: HighEffort: Medium
Source: help.sap.com (opens in a new tab) · added 6 Mar 2026
Machine Learning · Plan to Fulfill
Demand Sensing with Automated Outlier Correction
Potential: HighEffort: MediumCompliance-relevant
Source: sap.com (opens in a new tab) · added 6 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
Machine Learning · Plan to Fulfill
AI Demand Forecasting with Planner Explainability
Potential: HighEffort: Medium
Source: sap.com (opens in a new tab) · added 5 Mar 2026
Machine Learning · Finance
ML Cash Application Auto-Matching and Clearing
Potential: HighEffort: Medium
Source: sap.com (opens in a new tab) · added 5 Mar 2026
LLM + Analytics · Plan to Fulfill
Predictive Invoice Exception Triage and Routing
Potential: HighEffort: Medium
Source: help.sap.com (opens in a new tab) · added 5 Mar 2026
IDP + LLM · Finance
Touchless Invoice Extraction and Matching
Potential: HighEffort: MediumCompliance-relevant
Source: sap.com (opens in a new tab) · added 4 Mar 2026
IDP · Lead to Cash
Intelligent Payment Advice Document Extraction
Potential: HighEffort: Medium
Source: sap.com (opens in a new tab) · added 3 Mar 2026
Machine Learning · Finance
Machine Learning Cash Application Matching
Potential: HighEffort: Medium
Source: sap.com (opens in a new tab) · added 3 Mar 2026
LLM · Plan to Fulfill
GenAI Support Ticket Triage and Draft Response
Potential: HighEffort: MediumCompliance-relevant
Source: sap.com (opens in a new tab) · added 2 Mar 2026
Machine Learning · Finance
ML Cash Application Matching and Auto-Clearing
Potential: HighEffort: Medium
Source: sap.com (opens in a new tab) · added 2 Mar 2026
LLM + Analytics · Lead to Cash
Dispute Detection and Auto-Resolution Proposal Agent
Potential: HighEffort: MediumCompliance-relevant
Source: sap.com (opens in a new tab) · added 1 Mar 2026
IDP · Source to Pay
Self-Learning Invoice Extraction Template Optimization
Potential: HighEffort: Medium
Source: sap.com (opens in a new tab) · added 1 Mar 2026
Machine Learning
Anomaly Detection for Close and Reconciliation
Potential: HighEffort: MediumCompliance-relevant
Source: sap.com (opens in a new tab) · added 28 Feb 2026
RPA + AI · Finance
Automated Vendor Invoice Extraction and Posting
Potential: HighEffort: MediumCompliance-relevant
Source: sap.com (opens in a new tab) · added 28 Feb 2026
Machine Learning · Lead to Cash
Automated Customer Payment Matching Proposals
Potential: HighEffort: MediumCompliance-relevant
Source: sap.com (opens in a new tab) · added 27 Feb 2026
Machine Learning · Finance
ML Receivables Matching for Cash Application
Potential: HighEffort: Medium
Source: sap.com (opens in a new tab) · added 26 Feb 2026
Machine Learning · Finance
Automated Cash Application Matching and Clearing
Potential: HighEffort: MediumCompliance-relevant
Source: sap.com (opens in a new tab) · added 25 Feb 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.

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