AI-Assisted Board Troubleshooting Coordinator
Turns blind trial-and-error board debugging into a ranked, explainable diagnosis.
Problem Statement
Debugging a faulty board traditionally means hours of tracing schematics and blind trial-and-error component swapping — inefficient, imprecise, and slow to reach root cause.
Objective & Core Value Proposition
The platform instantly identifies which components on a failing test line are most likely to have failed, replacing guesswork with data-driven, mathematically transparent decisions that speed up root-cause analysis and cut scrap.
How It Works
Score every component
An Explainable AI (XAI) model scores each component using its type, historical failure rate, pin connections and network complexity.
Show a transparent probability
That score becomes a transparent failure probability via a logistic regression formula (P = 1 / (1 + e^-Z)) — no black box.
Key Functions & Use Cases
Single Query Analysis
Input a single Board ID and Failing Testname for instant, on-the-spot diagnostic checks.
Batch Query Analysis
Drag-and-drop populated CSV templates to run mass-analysis across thousands of failing boards simultaneously.
AI Reasoning Scorecard
Ranks the top 5 suspected components by failure probability.
Track Connection Node
Click to visually expose the hardware topology and trace linked upstream or downstream electrical faults.
Continuous Closed-Loop Learning
Technicians provide direct floor feedback (YES / NO / NA) to continuously retrain and refine the AI models.
UI/UX & Dashboard Highlights
Clean Navigation & Dual Modes
Switch between Single Query, Batch Query, Export Logs and Retraining.
Crisp Data Visualization
Features Top 5 Component cards, clean data tables, and color-coded risk indicators (e.g., Red for 99.9% high probability).
Detailed Modal Popups
Popups display detailed mathematical formulas, feature weights, and Z-scores to ensure full AI interpretability.
Action-Oriented Interface
Clear action buttons (e.g., Track Connection, Submit Feedback) and intuitive drag-and-drop file dropzones.