Intelligent SAP Consulting Platform

A²AI

Fourteen AI-powered tools for SAP consulting firms — from requirements extraction to test coverage intelligence. Built by A2Tech Consult.

Explore Tools
14
AI Tools
40+
SAP Modules
20
Compliance Frameworks
0
Server Required
Requirements Extraction
Cost & Timeline Forecaster
RFP Intelligence Chat
Change Impact Analyser
Test Coverage Intelligence
Clean Core Scorer
Compliance Matcher
Risk Estimator
RICEFW Classifier
Fiori App Analyser
Analogous Project Retriever
Confidence & Explainability
Requirements Extraction
Cost & Timeline Forecaster
RFP Intelligence Chat
Change Impact Analyser
Test Coverage Intelligence
Clean Core Scorer
Compliance Matcher
Risk Estimator
RICEFW Classifier
Fiori App Analyser
Analogous Project Retriever
Confidence & Explainability
Flagship — STAR Tools
Five Best-In-Class Tools

Optimised for client demonstrations and high-stakes SAP programme delivery

T02
Requirements Extraction
TF-IDF + Pattern Classification
T04
Cost & Timeline Forecaster
Monte Carlo Simulation
T06
RFP Intelligence Chat
RAG — Retrieval-Augmented Generation
T10
Change Impact Analyser
Node2Vec Graph Propagation
T14
Test Coverage Intelligence
Impact-Driven Test Generation
Platform

All 14 Tools

Every tool runs fully client-side — no server, no data leaves your browser. Upload PDF, DOCX, XLSX, or TXT files directly.

Tool 01
Document Intelligence
Extract structure, headings, and requirements from any uploaded SAP document.
NLP + Regex Extraction Model detail →
Tool 02
STAR
Requirements Extraction
Exhaustive STAR-grade requirements list with MoSCoW priority, module routing, and confidence scores.
TF-IDF + Pattern Classification Model detail →
Tool 03
SAP Module Router
Upload any document — instantly route requirements to the correct SAP module with confidence bars.
Keyword Scoring + Vector Similarity Model detail →
Tool 04
STAR
Cost & Timeline Forecaster
P10 / P50 / P90 Monte Carlo forecasts across 40 SAP modules with industry and skillset multipliers.
Monte Carlo Simulation Model detail →
Tool 05
Risk Estimator
25-factor live risk scoring with SHAP attribution bars and executive summary.
Weighted SHAP Attribution Model detail →
Tool 06
STAR
RFP Intelligence Chat
Upload your full RFP and ask any question. Answers are grounded in your actual document.
RAG — Retrieval-Augmented Generation Model detail →
Tool 07
Fiori App Analyser
Detect applicable Fiori apps from your uploaded scope document with cost-avoidance estimates.
Keyword Relevance Matching Model detail →
Tool 08
RICEFW Classifier
Classify development objects into R/I/C/E/F/W with effort estimates, approaches and ABAP code.
Pattern Classification + Template Engine Model detail →
Tool 09
Clean Core Scorer
Score your SAP extension across Extension, Integration, Process and Data compliance dimensions.
Multi-Dimensional Weighted Scoring Model detail →
Tool 10
STAR
Change Impact Analyser
Navigate the full SAP hierarchy from Module to ABAP code level — every impacted object shown live.
Node2Vec Graph Propagation Model detail →
Tool 11
Compliance Matcher
Match your industry and region against 20 regulatory frameworks with SAP-specific configurations.
Multi-Label Classification Model detail →
Tool 12
Analogous Project Retriever
Retrieve genuinely unique analogous SAP projects using MMR to guarantee diverse results.
TF-IDF + Jaccard + MMR Model detail →
Tool 13
Confidence & Explainability
Understand exactly why the AI made a prediction — decomposed into SHAP feature contributions.
SHAP (Shapley Additive Explanations) Model detail →
Tool 14
STAR
Test Coverage Intelligence
Generate an exhaustive test plan from natural language — scenario in, test cases out.
Impact-Driven Test Generation Model detail →
Tool 15
NEW
Coverage Analysis Engine
Upload your test register — AI maps coverage, detects gaps, flags duplicates, and generates missing test scenarios.
Semantic Mapping · Gap Detection · WRICEF Open tool →
Architecture

AI Models & Algorithms

Every tool is powered by a specific, explainable algorithm. No black boxes — here is exactly how each one works.

No. Tool Algorithm & Key Detail
01
Document Intelligence
NLP + Regex Extraction
Sentence segmentation, heading hierarchy detection, regex requirement tagging
View model
02
Requirements Extraction
TF-IDF + Pattern Classification
Term frequency weighting, MoSCoW classification, SAP module routing with confidence
View model
03
SAP Module Router
Keyword Scoring + Vector Similarity
Keyword density scoring, cosine similarity against module lexicons, confidence normalisation
View model
04
Cost & Timeline Forecaster
Monte Carlo Simulation (P10/P50/P90)
10,000 stochastic iterations, module base costs, industry & skillset multipliers
View model
05
Risk Estimator
Weighted SHAP Attribution
25 factors × calibrated weights, SHAP additive decomposition, composite 0–100 score
View model
06
RFP Intelligence Chat
RAG — Retrieval-Augmented Generation
600-char chunking, TF-IDF chunk scoring, template-driven answer synthesis
View model
07
Fiori App Analyser
Keyword Relevance Matching
Role-to-app mapping, cost-avoidance scoring, Fiori catalogue lookup
View model
08
RICEFW Classifier
Pattern Classification + Template Engine
Regex RICEFW detection, effort estimation matrix, ABAP template generation
View model
09
Clean Core Scorer
XGBoost + Exposure Weighting
40+ criteria across 4 RISE dimensions, upgrade impact risk weighting, RISE readiness rating
View model
10
Change Impact Analyser
Node2Vec Graph Propagation
SAP object hierarchy graph, random-walk impact propagation, traversal frequency scoring
View model
11
Compliance Matcher
Multi-Label Classification
20 frameworks × industry/region matrix, gap analysis, SAP config recommendations
View model
12
Analogous Project Retriever
TF-IDF + Jaccard + MMR
Feature vector scoring, Jaccard set similarity, maximal marginal relevance diversity
View model
13
Confidence & Explainability
Bayesian + SHAP Decomposition
Bayesian prior update, Shapley values, additive feature attribution guarantees
View model
14
Test Coverage Intelligence
Impact-Driven Test Generation
NLP scenario parsing, module-specific test templates, coverage scoring (path/branch/boundary)
View model
About

Built by Practitioners

A²AI is the AI division of A2Tech Consult — an independent SAP advisory firm. Every tool was designed by SAP architects who have delivered programmes across EMEA, Americas and APAC.

The platform runs entirely in the browser. No document ever leaves your machine. All AI processing — document parsing, requirement extraction, risk scoring, cost forecasting — happens client-side using PDF.js, mammoth.js, and XLSX.js combined with sophisticated JavaScript simulation of enterprise ML models.

This is not a generic AI wrapper. Every algorithm is calibrated against real SAP delivery data: 15 reference projects, 40+ module-level test libraries, 20 compliance frameworks, and 25 risk factor weights derived from post-implementation reviews.

Visit A2Tech Consult

Privacy First

Zero server calls. All document processing happens in your browser — nothing is transmitted, stored, or logged.

SAP Calibrated

Algorithms trained on real SAP programme data — not generic consulting benchmarks.

Demo Ready

Five STAR tools purpose-built for client demos. Load a document, get results in seconds.

Any Document

Upload PDF, DOCX, XLSX, TXT, or CSV. Real parsing with PDF.js and mammoth.js.