Software Artifacts

• Source Code, Code Changes

• Test Cases, Results

• Coverage Data

AI-Based Testing Model

• Generation & Prioritization

• Defect Prediction

(Black-box Decisions)

Explainable AI (XAI) Layer

• Feature Importance / Rules extraction

• Surrogate Models

• Model-Agnostic Methods

Human-Readable Explanations

• Rationale for Generation

• Risk & Coverage Logic

Software Tester / QA

• Understand & Trust AI

• Accept, Modify, or Reject