Tool 01
Pre-sales
Document Intelligence
Ingests RFPs, AS-IS docs and process flows in any format. Structured extraction with source-linked summaries.
Algorithm
OCR + layout-aware parsing + LLM extraction
Documentation
Algorithms & methodology.
Every A²AI tool ships with the underlying model family, training corpus and validation methodology documented here.
Tool 02
Pre-sales
Requirements Extraction
Auto-builds a requirements register with Functional / Non-Functional split, MoSCoW priority and SAP module tagging.
Algorithm
Sequence labelling + rule-based MoSCoW classifier
Tool 03
Pre-sales
SAP Module Router
Semantic mapping of every requirement to the right SAP modules, sub-modules and licence implications.
Algorithm
Bi-encoder semantic search over SAP module catalog
Tool 04
Forecast
Cost & Timeline Forecaster
P25 / P50 / P75 / P90 effort and cost in minutes, with an ACTIVATE-phased timeline you can defend.
Algorithm
Quantile LightGBM + 10K-run Monte Carlo + Gaussian copula
Tool 05
Pre-sales
Project Risk Estimator
A 0–100 delivery risk score with SHAP attribution — exactly which factors are pushing risk up.
Algorithm
Gradient-boosted classifier + SHAP explanations
Tool 06
Pre-sales
RFP Chat
Natural-language Q&A over every uploaded document, with inline citations back to the source page.
Algorithm
Retrieval-augmented generation with citation grounding
Tool 07
Search
Fiori App Recommender
Search 1,800+ standard SAP Fiori apps by requirement, role or T-code.
Algorithm
Bi-encoder retrieve + cross-encoder ColBERT re-rank
Tool 08
Classification
RICEFW Classifier
Classifies every custom development as Report, Interface, Conversion, Enhancement, Form or Workflow.
Algorithm
XGBoost over TF-IDF + 14 hand-crafted features + naming-rule overrides
Tool 09
Quality
Clean Core Scorer
Quantifies SAP RISE readiness and Clean Core compliance across 7 weighted pillars and 42 sub-criteria.
Algorithm
Multi-criteria weighted aggregation against SAP Clean Core whitepaper
Tool 10
Design
Change Impact Analyser
Node2Vec embeddings over an 8k-node SAP knowledge graph — see every direct, transitive and watch-list object a change touches.
Algorithm
Node2Vec graph embedding + 3-hop BFS propagation with risk weighting
Tool 11
Design
Compliance Matcher
Auto-maps requirements to 20+ frameworks across 40+ countries — with the SAP configuration that satisfies each control.
Algorithm
Semantic search + control-to-config knowledge base
Tool 12
Design
Integration Pattern Advisor
Recommends sync, async, event or batch — with the matching BTP/CPI/API technology and reuse opportunities.
Algorithm
Decision tree over latency, volume, durability constraints
Tool 13
Delivery
Portfolio Intelligence
Roll-up of scope, cost, risk and compliance posture across every active engagement.
Algorithm
Engagement aggregation + drift detection
Tool 14
Generation
Test Coverage Intelligence
Generates risk-weighted positive, negative, edge and integration test scenarios per SAP module.
Algorithm
Retrieval-augmented LLM constrained by SAP test taxonomy + 1,800 reference scenarios