Incorrect blister count during blister packing – packaging vs equipment root cause


Published on 14/01/2026

Addressing Incorrect Blister Counts during Blister Packing: A Root Cause Analysis Approach

Incorrect blister counts during the blister packing process can lead to significant quality risks in pharmaceutical manufacturing, result in compliance issues during inspections, and create unnecessary costs. This problem often suggests underlying issues with equipment, processes, or even operator training that need to be addressed timely to maintain compliance with GMP regulations.

For a broader overview and preventive tips, explore our Blister & Cartoning Machine Issues.

In this article, we will explore practical steps to troubleshoot incorrect blister counts, including identification of symptoms, analysis of likely causes, immediate containment strategies, investigation workflows, and CAPA strategies. By the end of this read, you will be well-equipped to tackle this common issue in pharmaceutical packaging effectively.

Symptoms/Signals on the Floor or in the Lab

Identifying the symptoms of incorrect blister counts is crucial for timely intervention. Operators and

quality control (QC) teams should remain vigilant for the following signals:

  • Discrepancies between the number of units intended for packaging and the number actually produced.
  • Frequent reports of miscounts during in-process checks.
  • Audit trails indicating deviations or failures in blister packing equipment.
  • Increased incidence of batch rejections due to packaging errors.

These signals serve as the initial indicators that warrant further investigation into potential causes, especially if they are persistent over time or involve multiple batches. Regular training for personnel on these indicators can enhance responsiveness to potential quality issues.

Likely Causes

When addressing incorrect blister counts, it’s crucial to categorize potential causes based on the classic 5Ms: Materials, Method, Machine, Man, and Measurement. This systematic approach allows for thorough root cause identification.

Materials

Issues with materials can arise from:

  • Inconsistent tablet or capsule sizes that do not fit as expected, leading to counting errors.
  • Incorrect specifications for materials used, such as adhesive properties affecting the blister seal correctly.

Method

Reviewing the procedures and operational methods can unveil problems such as:

  • Non-adherence to Standard Operating Procedures (SOPs) during packaging.
  • Lack of clarity in work instructions for counting processes or verification steps.

Machine

Equipment reliability is a common issue in packing operations. Factors to consider include:

  • Mechanical failures in the blister packing machine, such as faulty sensors or actuators.
  • Incorrect machine settings or configuration that may not align with the product being produced.
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Man

Human factors play a critical role in ensuring successful processes:

  • Insufficient training of operators leading to procedural lapses.
  • Operator fatigue or distraction influencing counting performance.

Measurement

Measurement errors can also contribute to reported discrepancies:

  • Uncalibrated scales or sensors affecting weight checks that indirectly influence counts.
  • Poorly maintained data logging systems that misreport counts.

Immediate Containment Actions (first 60 minutes)

Upon detection of incorrect blister counts, the immediate focus should be on containment to prevent further issues:

  1. Stop Production: Cease all operations on the affected blister packaging line to prevent compounding the issue.
  2. Segregate Affected Batches: Clearly mark and isolate any batches that may have been impacted by the incorrect blister counts for further investigation.
  3. Notify the QA Department: Escalate the issue to quality assurance personnel to initiate a formal investigation.
  4. Review Production Log: Collect data surrounding the incident, including machine settings, batch numbers, and operator shifts.

These immediate actions will help mitigate risks to product quality and ensure that no additional contaminated product is released inadvertently.

Investigation Workflow (data to collect + how to interpret)

Once containment steps are taken, an investigation workflow must begin promptly. This workflow should encompass both qualitative and quantitative data:

  • Data Collection: Gather all relevant production records, including shift logs, machine performance data, and any calibration records.
  • Stakeholder Interviews: Conduct interviews with operators involved in the process to gather insights on any anomalies or changes prior to the incident.
  • Visual Inspections: Examine the blister packing machine for any visible signs of wear or malfunction.
  • Batch Documentation Review: Verify the accuracy of batch documentation, including aspects like material batch numbers and comparator counts.

After gathering sufficient data, perform an initial review to highlight any early trends or anomalies that may lead to understanding the root cause at a higher level.

Root Cause Tools (5-Why, Fishbone, Fault Tree) and when to use which

Employing structured root cause analysis tools is pivotal in understanding the underlying issues behind incorrect blister counts:

5-Why Analysis

This method involves asking “Why?” repeatedly (typically five times) until the root cause is identified. It is particularly beneficial for simple problems without multiple causative factors.

Fishbone Diagram (Ishikawa)

This visual tool allows teams to categorize potential causes in a structured manner, making it useful for complex issues with multiple factors needing exploration across the 5Ms.

Fault Tree Analysis (FTA)

FTA is a top-down approach that begins with the undesirable event and works backward through the logical paths to identify potential failures. This method is appropriate for intricate systems and is fundamentally rigorous, often used during system design or port troubleshooting efforts.

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Choosing the right tool depends on the complexity of the issue at hand. For first-time occurrences, starting with the 5-Why method can provide quick insights, while more systematic issues may benefit from Fishbone or FTA.

CAPA Strategy (correction, corrective action, preventive action)

Corrective and preventive actions (CAPA) must be defined and implemented to prevent recurrence after identifying the root cause:

Related Reads

Correction

This initial step involves addressing the immediate issue and ensuring the integrity of the product already impacted by the incorrect blister counts. This may require rework or destruction in agreement with quality assurance protocols.

Corrective Action

Once identified, implementing corrective action could involve machine calibration, revising SOPs, or retraining employees directly involved in the process.

Preventive Action

To prevent recurrence, schedule regular machine maintenance, conduct training sessions periodically, and establish monitoring systems that can detect anomalies before they escalate into larger issues.

Control Strategy & Monitoring (SPC/trending, sampling, alarms, verification)

A robust control strategy is essential for ensuring ongoing compliance and the prevention of future incidents. This involves:

  • Statistical Process Control (SPC): Implement SPC methods to monitor critical parameters and output. Control charts can help in identifying variations that could indicate potential issues with blister counts.
  • Regular Sampling: Establish a regular sampling regime that coincides with production runs to verify counts and product integrity.
  • Use of Alarms: Incorporate alarms on machinery that alert operators when counts deviate from expected limits, thereby allowing for instant inspections and adjustments.
  • Verification Processes: Implement peer-checking systems to cross-verify counts at set intervals throughout the packing process.

These controls act as leading indicators of process performance and should be regularly reviewed for effectiveness.

Validation / Re-qualification / Change Control impact (when needed)

In some instances, depending on the severity and root causes identified, the issue may trigger the need for validation actions:

  • Validation of Equipment: Re-validation of the blister packing machine to confirm it operates within specified parameters post-correction.
  • Re-qualification of Processes: Revisiting and re-qualifying the entire packaging process post-CAPA implementation to ensure compliance with GMP regulations.
  • Change Control: Document any changes made to equipment or processes through formal change control processes to ensure they are tracked and assessed thoroughly.

These actions ensure that any modifications made in response to the incident meet regulatory requirements and do not inadvertently affect product quality.

Inspection Readiness: what evidence to show (records, logs, batch docs, deviations)

During inspections, being prepared with comprehensive documentation is vital. Ensure the following types of documents are prepared:

  • Production Records: Maintain detailed records showing production logs, including counts, batch records, and operational parameters.
  • Deviation Reports: Clearly documented deviation reports outlining the incident, investigation, and CAPA outcomes must be readily available for review.
  • Training Records: Ensure that records of personnel training related to blister packing operations are up to date and easily retrievable.
  • Machine Calibration Logs: Verify that all calibration records are current, highlighting any aspects related to the incident being investigated.
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Having a well-maintained set of evidence can significantly ease the inspection process and demonstrate a commitment to compliance and quality assurance.

FAQs

What are the common symptoms of incorrect blister counts?

Common symptoms include discrepancies between intended and actual unit counts, frequent miscount reports, and increased batch rejections.

How can I verify if the counting method is the issue?

Review Standard Operating Procedures (SOPs) for counting, inspect operator adherence, and conduct assessments as well as provide retraining if necessary.

What immediate actions should I take when an issue is detected?

Stop production, segregate affected batches, notify Quality Assurance, and review production logs.

Which root cause analysis tool should I use?

The choice depends on complexity; use 5-Why for simple issues, Fishbone for multi-faceted ones, and Fault Tree for intricate systems.

What is the difference between corrective action and preventive action?

Corrective action addresses current issues, while preventive action seeks to avoid future occurrences of the same issue.

How often should I conduct SPC monitoring?

Regularly, aligned with production schedules, and upon significant changes to process parameters or after incidents.

Why is training important in preventing incorrect blister counts?

Proper training ensures adherence to procedures and techniques, thereby minimizing human errors during the counting and packaging process.

What documentation is critical for inspection readiness?

Documentation must include production records, deviation reports, operator training logs, and machine calibration records.

How do I know if re-qualification of my equipment is necessary?

If significant changes are made due to an incident, including CAPA implementation, re-qualification is typically required to ensure compliance.

What should be included in a CAPA report?

A CAPA report should detail corrective actions taken, root causes identified, preventive measures enacted, and verification plans.

What is the role of quality assurance in resolving incorrect blister counts?

Quality assurance oversees the investigation process, ensures compliance with regulations, and validates the effectiveness of implemented CAPA.

How can equipment maintenance help prevent these discrepancies?

Regular and thorough maintenance ensures machinery functions correctly and can significantly minimize failures that lead to incorrect counts.