Medical Technology AI Solutions Quality Engineering Software Engineering

AI-Powered
System Testing Platform

Transforming spreadsheet-based system testing into an AI-powered platform that improves traceability, reporting, collaboration and decision-making across the entire testing lifecycle.

BUSINESS CONTEXT

From fragmented test data to a centralized testing platform.

GE Healthcare's testing data was managed across Excel files, making tracking, reporting and analysis increasingly difficult as the data grew. AMSA transformed the workflow into a centralized AI-powered platform for structured test observations, dashboards and intelligent assistance.

01 DATA

Excel-based data became structured test observations.

Test data was consolidated into a centralized system, improving consistency and traceability.

02 WORKFLOW

Manual tracking became a streamlined testing workflow.

Testers gained a single platform to record, organize and manage observations.

03 VISIBILITY

Scattered information became actionable dashboards.

Structured data enabled clearer reporting and better visibility for testers and managers.

04 AI

Structured test data enabled intelligent assistance.

AI-powered search, chatbot capabilities and test guidance supported faster access to relevant information.

ENGINEERING FOUNDATION

Built around structured testing, intelligent assistance and better visibility.

AMSA transformed a fragmented spreadsheet-based testing workflow into a centralized, AI-powered engineering platform.

REQUIREMENTS

Discovery

Requirements gathered around the needs and pain points of testers, developers and managers.

WORKFLOW

Test Tracking

Structured observation management replaced fragmented spreadsheet-based testing workflows.

INTELLIGENCE

AI Assistance

AI-powered search, chatbot capabilities and test guidance supported faster access to information.

VISIBILITY

Dashboards

Structured reporting and context-rich dashboards improved visibility for testers and managers.

Engineering Foundation

Built on modern technologies designed for intelligent engineering workflows.

The platform combines AI-assisted development, modern web technologies and structured data architecture to support scalable exploratory testing, intelligent automation and future AI capabilities.

Amazon Kiro

AI-assisted Development

Python

Backend Logic & Data Processing

React

Modern User Experience

Flask

Application Services

PostgreSQL

Structured Data Management

ETL Pipelines

Reliable Data Integration

Amazon Kiro

AI-assisted Development

Python

Backend Logic & Data Processing

React

Modern User Experience

Flask

Application Services

PostgreSQL

Structured Data Management

ETL Pipelines

Reliable Data Integration

Prompt Engineering

Context-aware AI Assistance

REST APIs

System Integration

AI Guidance

Intelligent User Support

Analytics

Operational Insights

Scalable Architecture

Future-ready Platform

Engineering Data

AI-ready Information Model

Prompt Engineering

Context-aware AI Assistance

REST APIs

System Integration

AI Guidance

Intelligent User Support

Analytics

Operational Insights

Scalable Architecture

Future-ready Platform

Engineering Data

AI-ready Information Model

Every technology was selected to create a scalable, AI-native engineering platform that improves testing efficiency today while establishing a strong foundation for future intelligent capabilities.

Business Impact

Creating lasting operational value through intelligent engineering.

Beyond replacing spreadsheets, the platform established a scalable engineering environment that improves collaboration, strengthens decision-making and creates a foundation for future AI-driven quality engineering.

Centralized Testing Operations

Unified engineering workflows into a single platform for managing testing activities, observations and technical knowledge.

Improved Operational Visibility

Enabled real-time dashboards and structured reporting, providing clear visibility into testing progress and project health.

Smarter Engineering Decisions

Structured engineering data created opportunities for intelligent search, analytics and future AI-assisted workflows.

Built for Long-term Growth

Established a scalable engineering platform capable of supporting continuous product evolution and future business needs.

Mudabir Ahmad
Delivered By

Mudabir Ahmad

Data & AI Engineer

Combined expertise in artificial intelligence, data engineering and intelligent automation to transform traditional software testing into a scalable AI-powered platform, improving engineering efficiency, software quality and technical decision-making.