Tool 03 · Scoping

SAP Module Router

Upload any business requirements document or type a process description. A²AI maps the content to the most relevant SAP S/4HANA modules using semantic similarity — ranked by confidence with supporting rationale.

AI Model
SBERT + FAISS k-NN
Index Size
400-node SAP taxonomy
92.1%
Top-1 Accuracy
98.4%
Top-3 Accuracy
<200ms
Query Time
Upload requirements document
PDF · DOCX · XLSX · TXT — or use the text input below
Or describe the process area

Live Demo

Route to SAP Modules

The model builds semantic embeddings of your requirements and queries a pre-indexed FAISS vector database of SAP module documentation — returning ranked matches with confidence and rationale in under 200ms.

Upload a document or enter text above

AI Architecture

Sentence-BERT + FAISS — Semantic Module Routing

Fine-tuned Sentence-BERT embeddings queried against a 400-node FAISS index of SAP module documentation — enabling nuanced semantic matching beyond simple keyword lookup.

Dense Semantic Search
SBERT encodes requirements into 768-dimensional vectors. FAISS approximate nearest-neighbour search finds the closest SAP module embeddings in under 200ms — even for queries with no shared keywords with module documentation.
400-Node SAP Taxonomy
Index built from SAP official module documentation, HANA Academy content, and consultant knowledge base articles — covering 40+ S/4HANA modules, 120+ sub-modules, and 240+ process area nodes.
Fine-tuned on SAP Language
Standard SBERT fine-tuned on 8,000+ (requirement, correct-module) pairs from real SAP scoping exercises. Dramatically improves routing for SAP-specific terminology like 'RICEFW', 'BAdI', 'S/4 migration', and 'Ariba PO approval'.