Table of Contents

• 1. What is “vibe validation”?

  • 1.1. Core Principles of “vibe validation” :

• 2. Vibe Validation: Intent-Driven, AI-Powered Test …

  • 2.1 Here's how it works?

• 3. Why Vibe Validation Matters

• 4. Real-World Impact

• 5. Further Reading

Hello Life Sciences Leaders,

The software landscape is evolving—it's time for our validation processes to evolve as well.

Traditional GxP validation has been characterized by its rigid, document-heavy, and reactive nature. However, in an era where AI generates code, features are released daily, and systems are in constant flux, this legacy approach is impractical.

This necessity led to the creation of “vibe validation” —our innovative framework for AI-native, real-time validation that aligns with contemporary software practices and regulatory standards.

We are excited to announce the launch of Vibe Validation, taking our validation approach to the next level.

1. What is “vibe validation”?

Vibe Intelligent Validation is an operational model designed specifically for modern, AI-driven software development in regulated industries.

It empowers life sciences teams to integrate GxP validation seamlessly into their software lifecycle, transforming static, manual processes into a real-time, automated, and intelligence-driven system.

1.1. Core Principles of “vibe validation” :

• Continuous: Validation is not a one-time phase; it is an ongoing service that monitors and validates your system continuously.

• Intelligent: AI comprehends changes, risk profiles, and regulatory intent, adapting validation processes intelligently.

• Context-Aware: cIV evaluates changes based on their GxP impact and system behavior, ensuring tailored validation.

• Audit-Ready by Design: All validation artifacts—test cases, evidence, traceability matrices—are generated and updated continuously.

“vibe validation”, is a dynamic system—one that evolves alongside your software, aligns with regulatory expectations, and scales efficiently without human bottlenecks.

2. Vibe Validation: Intent-Driven, AI-Powered Testing

Vibe Validation represents a human-AI collaborative approach to validation that reflects how modern developers "vibe code"—expressing intent in natural language while the system translates that intent into functional software.

Applied to GxP, Vibe Validation enables SMEs and QA professionals to specify what requires validation, while the system determines how to achieve it.

2.1 Here's how it works?

3. Why Vibe Validation Matters

• No more brittle test cases: Locators and logic adapt alongside the system. AI Agents generate test automation code on the fly and collect evidence to meet CSV expectations.

• Expand coverage without increasing team size.

• Always audit-ready, never an afterthought.

• Transition from manual QA to machine-augmented intelligence.

• Accelerate innovation while maintaining regulatory compliance.

4. Real-World Impact

5. Further Reading

1. Transform Validation with Continuous Intelligent Validation

2. Project Manava: AI-Driven GxP Validation & Test Automation