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madhadi.com is a free, public knowledge platform for data integrity, computer system validation, equipment qualification, automation systems, QMS, clinical systems, and GxP quality. Written for practitioners, from people new to the field through senior program leaders.

What I get from this: nothing, except knowing it helped someone avoid learning things the hard way. That's genuinely enough. If it's not useful to you, the tab close button is right there and there is no 6-step cancellation flow, no passive-aggressive popup, and no email sequence asking why you left. And if something is wrong, outdated, or missing, .

Educational disclaimer

This site provides public educational information based on publicly available regulatory guidance, laws, and standards. It is not legal advice, regulatory consulting, or inspection strategy. Nothing here replaces the need to read primary sources, apply professional judgment, and consult qualified experts for your specific situation. Regulatory requirements change, always verify against current FDA, EMA, and ICH documents.

Where are you right now?

Beginner

New to GxP or quality

You've heard terms like GMP, FDA, data integrity, or validation and want to understand what they mean and why they matter.

Start with these three:
  1. What Is GMP? A Plain-Language Introduction
  2. Data Integrity: What It Is and Why It Keeps Failing
  3. GxP Roles Explained: Who Does What
Follow the 9-step Foundations track →
Intermediate

Practitioner building or inheriting systems

You're validating systems, writing SOPs, running audits, or implementing quality programs and need operational depth.

Start with these three:
  1. Audit Trail Design and Review
  2. GAMP 5 Second Edition: What Changed
  3. CSV Risk Assessment Methodology
Follow the 14-step Implementation track →
Advanced

Senior practitioner or program leader

You're designing DI programs, preparing for FDA/EMA inspections, handling 483 responses, or building CSV governance from scratch.

Start with these three:
  1. DI Program Architecture
  2. DI Gap Assessment Methodology
  3. BLA Readiness: Data Package Architecture
Follow the 14-step Advanced track →

What's your job?

The same regulation looks completely different depending on what you do every day. Start with your role.

What this site is, and is not

What it is
  • Free, public educational content on GxP quality and data integrity
  • Based on publicly available regulatory guidance, laws, and standards
  • Written at three levels: beginner, intermediate, and advanced
  • Structured learning paths with specific recommended reading sequences
  • Interactive tools, checklists, decision aids, error simulators
  • Practical framing: what to do, why, what can go wrong, what regulators care about
  • Content distinguishes between legal requirements, regulatory expectations, and best practices
What it is not
  • Not legal or regulatory advice, do not rely on it as a substitute for qualified consultation
  • Not a guarantee that following any content will satisfy regulatory requirements
  • Not company-specific, all content uses generic, public examples
  • Not always current, regulatory guidance evolves; always verify against primary sources
  • Not a template repository, content here requires adaptation to your context
  • Not affiliated with any regulatory agency, pharmaceutical company, or trade association

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