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📊 A few weeks ago, I asked what inspectors usually mean when they write “lack of oversight”. 27 of you voted. That’s a s...
30/10/2026

📊 A few weeks ago, I asked what inspectors usually mean when they write “lack of oversight”.

27 of you voted. That’s a small sample, so I’m not presenting it as research. The pattern was still striking:

🔹 Leaders blind to site signals: 74%
🔹 Reviews that only tick boxes: 18%
🔹 Weak control of outsourcing: 7%
🔹 Trends spotted too late: 0%

The clear winner wasn’t a surprise. Most of us have seen a site where the information existed and the people accountable never acted on it.

What interests me more is the zero.

Nobody chose “trends spotted too late”. I don’t think that’s because it never happens. I think it’s because we see it as a symptom rather than a cause, and that’s probably right. A trend doesn’t get spotted late on its own. It gets spotted late because:

👉 the metric was designed to report, not to trigger a decision
👉 the threshold for escalation was never defined
👉 the person who noticed it didn’t feel it was their place to raise it
👉 management review looked at the chart and moved to the next agenda item

In other words, “𝘁𝗿𝗲𝗻𝗱𝘀 𝘀𝗽𝗼𝘁𝘁𝗲𝗱 𝘁𝗼𝗼 𝗹𝗮𝘁𝗲” is often just what “𝗹𝗲𝗮𝗱𝗲𝗿𝘀 𝗯𝗹𝗶𝗻𝗱 𝘁𝗼 𝘀𝗶𝘁𝗲 𝘀𝗶𝗴𝗻𝗮𝗹𝘀” looks like in a regulator’s notes. Most of the options weren’t really competing answers. They were different views of the same failure.

That matters for remediation. If a site responds to an oversight finding by adding another review step, it treats the 18% problem while the 74% problem carries on underneath.

Real oversight is easy to describe and hard to fake. A signal appears, someone with authority sees it, a decision gets made, and the outcome is followed up. If any link in that chain is missing, more signatures won’t fix it.

Thank you to everyone who voted and commented. 🙏

So here’s my follow-up question: on your site, who is explicitly responsible for turning a worrying trend into a decision, and would they agree that it’s their job?

The report was 22 pages long.The inspector read it in ten minutes and asked:“How do you know this won’t happen again?” 🔍...
29/10/2026

The report was 22 pages long.
The inspector read it in ten minutes and asked:
“How do you know this won’t happen again?” 🔍

Length isn’t rigour. A GMP investigation usually gets rejected for one of these reasons:

❌ “Human error” given as the root cause
❌ Retraining as the only CAPA
❌ Scope too narrow, with no check of other batches or lines
❌ Conclusion decided before the evidence
❌ “No product impact” claimed without data
❌ Audit trails and raw data never reviewed
❌ Repeat events treated as if they were new

A good investigation follows the evidence, even when the answer is uncomfortable, and fixes the system rather than just the person.

The test: would someone who wasn’t involved actually believe it? ✅

What weakness do you see most often? 👇

How to write a GMP deviation that survives inspection 📝The event rarely fails inspection. The write-up does.An inspector...
28/10/2026

How to write a GMP deviation that survives inspection 📝

The event rarely fails inspection. The write-up does.

An inspector wasn’t on the floor that day. Your report has to tell the whole story on its own. ✅

🔹 Facts, not narrative: what, where, when, who found it, expected vs actual

🔹 Immediate containment: quarantine, notify QA, timestamp everything

🔹 Impact assessment with evidence: “no impact” needs data behind it

🔹 Real root cause: “human error” is where the investigation starts, not ends

🔹 CAPAs that fix the system: retraining alone rarely does

🔹 ALCOA++ records: traceable, contemporaneous, no retrospective tidying

🔹 Trend it: repeat deviations tell their own story

💡 The test: could a colleague from another department explain it back to you? If not, it isn’t finished.

What’s the biggest deviation-writing mistake you’ve seen? 👇

The SOP was followed perfectly. It just wasn’t the current one. 📄I’ve watched this play out more than once. An operator ...
27/10/2026

The SOP was followed perfectly. It just wasn’t the current one. 📄

I’ve watched this play out more than once. An operator follows the instruction in front of them, step by step. The batch record is complete, the signatures are in place, and the training records are up to date.

Then someone notices that the instruction on the shop floor was Revision 4. Revision 5 had been effective for three weeks.

No one cut corners. No one ignored a procedure. Yet the organisation still ended up with a deviation, an impact assessment across several batches, and eventually a conversation with an inspector that nobody enjoyed.

What strikes me about version control failures is how quiet they are. They don’t announce themselves. A printed copy gets tucked into a drawer “just in case”. A calculation template is saved to a shared drive and copied a dozen times.

A specification is updated at your site while the supplier carries on working to the old one. The electronic system shows the right version while the paper on the line tells a different story.

Each of these feels harmless on its own. Together, they erode the one thing a quality system depends on: confidence that what we say we do is what we actually do.

Inspectors understand this well. That’s why one of the simplest questions they ask is also one of the most revealing:

“𝗛𝗼𝘄 𝗱𝗼 𝘆𝗼𝘂 𝗸𝗻𝗼𝘄 𝘁𝗵𝗶𝘀 𝗶𝘀 𝘁𝗵𝗲 𝘃𝗲𝗿𝘀𝗶𝗼𝗻 𝗶𝗻 𝘂𝘀𝗲 𝘁𝗼𝗱𝗮𝘆?”

If the answer depends on someone’s memory or good intentions, the control isn’t really a control.

With ALCOA++ thinking now firmly embedded in regulatory expectations, documentation isn’t judged only on whether it was approved. It’s judged on whether it stays consistent, traceable and available throughout its life. Version control sits right at the heart of that.

I’ll be exploring this further on today’s LinkedIn Live. If it resonates, I’d love you to join the conversation. 🎙️

In the meantime, 𝘄𝗵𝗮𝘁’𝘀 𝘁𝗵𝗲 𝗺𝗼𝘀𝘁 𝘂𝗻𝗲𝘅𝗽𝗲𝗰𝘁𝗲𝗱 𝗽𝗹𝗮𝗰𝗲 𝘆𝗼𝘂’𝘃𝗲 𝗳𝗼𝘂𝗻𝗱 𝗮𝗻 𝗼𝘂𝘁𝗱𝗮𝘁𝗲𝗱 𝗱𝗼𝗰𝘂𝗺𝗲𝗻𝘁? 👇

The inspector read our root cause twice, put the report down, and asked one question:“So why didn’t it happen on the oth...
26/10/2026

The inspector read our root cause twice, put the report down, and asked one question:

“So why didn’t it happen on the other 46 batches?”

Silence. 😶

I’ve been in that room more than once, on both sides of the table. That single question has undone more investigations than any regulation I know.

The deviation looked simple. A filling line operator had set an incorrect parameter. The investigation concluded “human error”, the operator was retrained, and the CAPA was closed within 30 days. It was neat and on time, and the KPI dashboard was green.

But the root cause didn’t explain the facts. The same operator had run that line for six years without incident. The same parameter had been set correctly hundreds of times. Something had changed, and nobody had asked what.

When we went back, the answer took less than a day to find. A recent HMI software update had moved the field to a different screen and changed its default value. The operator hadn’t failed. The system had quietly set a trap, and we had blamed the person who stepped into it.

In my experience, inspectors rarely reject a root cause because the analysis is missing. They reject it because it doesn’t hold up. The same patterns appear again and again:

🔹 “Human error” offered as a conclusion. EU GMP Chapter 1 expects human error to be justified, after you’ve confirmed that process, procedural, and system causes haven’t been overlooked. Human error is where the questions should start.

🔹 The first plausible answer is accepted. Confirmation bias is the quiet enemy of every investigation.

🔹 The root cause doesn’t explain everything. If it can’t account for the timing, the batch, the shift, or the equipment, it isn’t the root cause.

🔹 History is ignored. Three “unrelated” deviations with similar symptoms are rarely unrelated.

🔹 The CAPA doesn’t match the cause. If retraining is the answer every time, the investigation probably isn’t working.

🔹 There’s no evidence. A conclusion built on interviews and assumptions, with no data, audit trails or records behind it, won’t survive scrutiny.

The test I now apply before signing any investigation is simple. Does this root cause explain every fact we have? Would removing it genuinely prevent recurrence? Could I defend it with evidence rather than opinion?

If the answer to any of those is “not quite”, the investigation isn’t finished, however good the closure rate looks.

A strong root cause isn’t the one that closes the deviation fastest. It’s the one that’s still true six months later.

What’s the most common weak root cause you’ve seen accepted in your organisation, and what did it take to challenge it? 👇

🔍 “Procedural Error” Is Not a Root Cause.I remember signing off a deviation early in my career.An operator missed a veri...
23/10/2026

🔍 “Procedural Error” Is Not a Root Cause.

I remember signing off a deviation early in my career.

An operator missed a verification step during line clearance.

📋 Root cause: Procedural error
📚 CAPA: Operator retrained
✅ Status: Closed

Six months later, the same mistake happened again. Different operator, different shift.

This time, we actually watched the process.

And guess what?

The verification step was buried on page 7 of the SOP, the checklist didn't follow the same sequence, and the task required leaving the room during shift handover.

The problem wasn't simply the operator. It was how the work had been designed.

That's when I learnt something important.

⚠️ “Procedural error” tells you WHAT happened, not WHY.

Retraining might help, but it won't fix a poorly designed process.

Sometimes we're not solving the problem. We're just training the next person to encounter it. 😅

💡 Good investigations don't stop at who made the mistake. They ask why the mistake was possible in the first place.

💬 How often do you see “procedural error” used as a root cause?

A few years ago I sat in on an inspection where the inspector picked up two deviation reports from different months, lai...
22/10/2026

A few years ago I sat in on an inspection where the inspector picked up two deviation reports from different months, laid them side by side, and asked one question:

“𝗪𝗵𝘆 𝗶𝘀 𝘁𝗵𝗲 𝗯𝗮𝘁𝗰𝗵 𝗻𝘂𝗺𝗯𝗲𝗿 𝗶𝗻 𝘁𝗵𝗶𝘀 𝗿𝗲𝗽𝗼𝗿𝘁 𝗳𝗿𝗼𝗺 𝗮 𝗱𝗶𝗳𝗳𝗲𝗿𝗲𝗻𝘁 𝗽𝗿𝗼𝗱𝘂𝗰𝘁?”

Nobody had noticed.

The investigation had been copied from an earlier one, edited quickly, and approved by three people.

📄 𝗖𝗼𝗽𝘆-𝗽𝗮𝘀𝘁𝗲 𝗶𝗻𝘃𝗲𝘀𝘁𝗶𝗴𝗮𝘁𝗶𝗼𝗻𝘀 𝗿𝗮𝗿𝗲𝗹𝘆 𝗰𝗼𝗺𝗲 𝗳𝗿𝗼𝗺 𝗯𝗮𝗱 𝗶𝗻𝘁𝗲𝗻𝘁.

They come from deadline pressure, overloaded investigators and closure-rate KPIs.

Inspectors know this, which is why they’ve become very good at spotting them.

With the revised EU GMP Chapter 4 draft now framing data integrity around ALCOA++, the expectation is clear.

An investigation is a GMP record in its own right.

It must be original, accurate, complete and traceable, just like the batch data it describes.

Swipe through to see what inspectors actually look for 👇

💬 𝗛𝗮𝘃𝗲 𝘆𝗼𝘂 𝗲𝘃𝗲𝗿 𝗳𝗼𝘂𝗻𝗱 𝗹𝗲𝗳𝘁𝗼𝘃𝗲𝗿 𝗱𝗲𝘁𝗮𝗶𝗹𝘀 𝗳𝗿𝗼𝗺 𝗮𝗻𝗼𝘁𝗵𝗲𝗿 𝗶𝗻𝘃𝗲𝘀𝘁𝗶𝗴𝗮𝘁𝗶𝗼𝗻 𝗶𝗻 𝗮 𝗿𝗲𝗽𝗼𝗿𝘁? 𝗪𝗵𝗮𝘁 𝗰𝗵𝗮𝗻𝗴𝗲𝗱 𝗮𝗳𝘁𝗲𝗿𝘄𝗮𝗿𝗱𝘀?

♻️ 𝗦𝗵𝗮𝗿𝗲 𝘁𝗵𝗶𝘀 𝘄𝗶𝘁𝗵 𝘆𝗼𝘂𝗿 𝗤𝗔 𝗮𝗻𝗱 𝗱𝗲𝘃𝗶𝗮𝘁𝗶𝗼𝗻 𝘁𝗲𝗮𝗺𝘀.

Counting deviations isn’t the same as learning from them. 📊I once watched an inspector ask a team a simple question: “Wh...
21/10/2026

Counting deviations isn’t the same as learning from them. 📊

I once watched an inspector ask a team a simple question: “Which of last year’s deviations are related, and what did you do about them as a group?”

Silence. Every deviation had been closed on time. Most said “operator error”. All ended in retraining. Nobody had ever looked at them side by side.

What regulators actually expect from deviation trending:

🔍 Trends by root cause, equipment, process step and product, not just by department
⚠️ Clear thresholds that escalate recurring issues
🔁 Proof that CAPAs stopped the problem coming back
🧩 Minor deviations included, because patterns hide in the small stuff
👥 Management review that leads to real decisions

And if “human error” is your top root cause? Inspectors won’t see a people problem. They’ll see an investigation problem.

Trending isn’t a report. It’s a habit of curiosity. 💡

When did your trending last change a decision? Tell me below 👇

“𝗧𝗵𝗮𝘁’𝘀 𝗤𝗔’𝘀 𝗷𝗼𝗯.” I hear this a lot when document control comes up. But if you manage a team, document control is alrea...
19/10/2026

“𝗧𝗵𝗮𝘁’𝘀 𝗤𝗔’𝘀 𝗷𝗼𝗯.”
I hear this a lot when document control comes up. But if you manage a team, document control is already part of your job, whether anyone told you or not.
Every SOP your team follows, every form they fill in, and every work instruction they keep on their desk is a controlled document. When the wrong version is in use, it’s rarely QA that feels it first. It’s operations, production, sales, or HR, through rework, failed audits, confused new hires, and customer complaints.
Here’s what document control actually comes down to, without the jargon:
✅ 𝗧𝗵𝗲 𝗿𝗶𝗴𝗵𝘁 𝘃𝗲𝗿𝘀𝗶𝗼𝗻. Everyone uses the current, approved document, and old versions are taken out of circulation.
✅ 𝗧𝗵𝗲 𝗿𝗶𝗴𝗵𝘁 𝗽𝗲𝗼𝗽𝗹𝗲. Documents are reviewed and approved by someone who actually understands the work, not just signed off to tick a box.
✅ 𝗧𝗵𝗲 𝗿𝗶𝗴𝗵𝘁 𝗽𝗹𝗮𝗰𝗲. People can find what they need quickly, without digging through email attachments or personal folders.
✅ 𝗧𝗵𝗲 𝗿𝗶𝗴𝗵𝘁 𝘁𝗿𝗮𝗶𝗹. You can show what changed, when, why, and who approved it.
A few warning signs your area might have a gap:
🔴 Printed copies taped to walls or machines with no revision date
🔴 “Final_v3_UPDATED_use-this-one.docx”
🔴 People asking a colleague how something is done instead of checking the procedure
🔴 An audit finding that surprises everyone
𝗧𝗵𝗲 𝗴𝗼𝗼𝗱 𝗻𝗲𝘄𝘀: you don’t need to become a quality expert to fix this.
You need to understand your role in the process and ask the right questions.
📅 We’re going 𝗹𝗶𝘃𝗲 𝘁𝗼𝗺𝗼𝗿𝗿𝗼𝘄 to break it all down:
𝗗𝗼𝗰𝘂𝗺𝗲𝗻𝘁 𝗖𝗼𝗻𝘁𝗿𝗼𝗹 𝗘𝘅𝗽𝗹𝗮𝗶𝗻𝗲𝗱 𝗳𝗼𝗿 𝗡𝗼𝗻-𝗤𝗔 𝗠𝗮𝗻𝗮𝗴𝗲𝗿𝘀.
We’ll cover what managers are actually responsible for, the most common mistakes that lead to audit findings, and simple habits you can put in place with your team right away.
Bring your questions, as we’ll be answering them.
🕒 02:00 PM UK time
🔗 https://www.linkedin.com/events/7513178954720067585...
Hit “𝗔𝘁𝘁𝗲𝗻𝗱” so you get a reminder, and tag a manager who should be there. 👇

The inspection ends at the close-out meeting. The assessment doesn’t. 📂Most escalations aren’t decided during the next i...
15/10/2026

The inspection ends at the close-out meeting. The assessment doesn’t. 📂

Most escalations aren’t decided during the next inspection. They’re decided in the months between visits.

Here’s what regulators are watching in that gap:

🔹 Your response letter. Every commitment and date becomes the next inspector’s starting point. A slipped deadline nobody reported speaks loudly.

🔹 The signals you send. Defect reports, recalls, complaints, variations and product quality reviews all build a picture. Agencies also share outcomes through PIC/S and mutual recognition agreements.

🔹 Your compliance history. Risk-based programmes use past performance to set how often and how deeply you’re inspected.

🔹 What you already knew. An unknown gap is a weakness. A known gap that was promised and left to drift is an oversight problem.

The sites that avoid escalation aren’t perfect. They update the regulator when plans change, report issues early and track commitments at leadership level.

Inspection readiness isn’t how you prepare for inspectors. It’s how you behave after they leave. 💡

Do you agree? 👇

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