Part 11. CAPA. Batch release. Each question answered, with its source.
151 answers on regulations, validation, quality, batch records, the laboratory, suppliers, choosing systems and AI, each citing the regulation or guidance it rests on.
Find your question.
Regulations and guidance
- What is GxP?
GxP is shorthand for the good practice rules regulators set for medicines and related products, where the “x” names the field: good manufacturing practice (GMP), good laboratory practice (GLP), good clinical practice (GCP), good distribution practice (GDP) and good pharmacovigilance practice (GVP).
- What is the difference between GMP and cGMP?
GMP and cGMP name the same discipline: the controls that make sure medicines are consistently made and checked to the quality their use requires.
- What does 21 CFR Part 11 require?
21 CFR Part 11 sets the conditions under which FDA accepts electronic records and signatures in place of paper.
- What is an FDA Form 483?
An FDA Form 483, Inspectional Observations, is the written list of objectionable conditions an FDA investigator hands to a company’s management at the end of an inspection, when in their judgement products may be adulterated or the law may have been violated.
- What is the difference between an FDA 483 and a warning letter?
A Form 483 lists the objectionable conditions an investigator observed, handed to management at the end of an inspection, and it is not FDA’s final finding.
- What is the FDA QMSR, and what changed from the Quality System Regulation (QSR)?
The Quality Management System Regulation (QMSR) is FDA’s revised 21 CFR Part 820, the CGMP rule for medical devices, in effect since 2 February 2026.
- What is 21 CFR Part 211, and how does it differ from Part 210?
21 CFR Part 211 holds FDA’s detailed current good manufacturing practice requirements for finished pharmaceuticals, from the quality control unit, buildings and equipment to production, laboratory controls and batch records.
- What is the difference between ISO 9001 and ISO 13485?
ISO 9001 sets quality management system requirements for any organisation in any sector; its current edition is ISO 9001:2026.
- What is the difference between a 503A pharmacy and a 503B outsourcing facility?
A 503A pharmacy compounds drugs for identified individual patients on valid prescriptions, is overseen mainly by state boards of pharmacy and is exempt from federal CGMP requirements.
- What is the difference between GLP, GMP and GCP?
GLP, GMP and GCP are the quality rules for three kinds of regulated work.
- What is the difference between 21 CFR Part 11 and EU GMP Annex 11?
21 CFR Part 11 is a US regulation.
- What does the draft revision of EU GMP Annex 11 change, and when does it take effect?
The draft revision of EU GMP Annex 11, put out for consultation by the European Commission and PIC/S from 7 July to 7 October 2025, rewrites the 2011 annex in far more detail.
- What does EU GMP Annex 1 require for sterile manufacturing, and what changed in the 2022 revision?
EU GMP Annex 1 is the guidance in EudraLex Volume 4 for manufacturing sterile medicinal products.
- How do you respond to an FDA Form 483, and how many days do you have?
Responding to an FDA Form 483 is voluntary, but FDA recommends a written response within 15 business days of the date the 483 was issued.
- What do NAI, VAI and OAI mean after an FDA inspection?
NAI, VAI and OAI are FDA’s three final inspection classifications.
- Where can I look up FDA 483s, warning letters and inspection results for a company or supplier?
Start with FDA’s Data Dashboard: search the firm for its inspections, final NAI, VAI or OAI classifications, citations and any 483s FDA has published.
- What is the difference between ISO 13485 and 21 CFR Part 820 now that the QMSR is in force?
Since 2 February 2026, 21 CFR Part 820, now the Quality Management System Regulation, incorporates ISO 13485:2016 by reference, so the core quality system requirements are the same.
- What is ICH Q7 (GMP for active pharmaceutical ingredients)?
ICH Q7 is the International Council for Harmonisation’s good manufacturing practice guide for active pharmaceutical ingredients, finalised on 10 November 2000.
- What is quality by design (ICH Q8)?
Quality by design is ICH Q8(R2)’s name for a systematic approach to development that begins with predefined objectives and emphasises product and process understanding and process control, based on sound science and quality risk management.
- What is a Qualified Person (QP), and what does EU GMP Annex 16 require for batch certification?
A Qualified Person (QP) is the person every EU manufacturing or import authorisation holder must have at its disposal under Directive 2001/83/EC.
- What are the main differences between EU GMP and FDA cGMP?
Both require qualified staff, written procedures, complete batch records, investigated deviations and quality approval before release, but they are built differently.
- What is EudraLex Volume 4, and how are the EU GMP guidelines organised?
EudraLex Volume 4 is the European Commission’s collection of good manufacturing practice guidelines for medicines.
- What is PIC/S, and how does the PIC/S GMP Guide relate to EU GMP?
PIC/S, the Pharmaceutical Inspection Co-operation Scheme, is a non-binding, informal arrangement between 57 medicines regulatory authorities, including the FDA, MHRA, Health Canada, TGA and most EU national inspectorates, that harmonises GMP standards and inspector training.
- What is a GMP certificate, and who issues one?
A GMP certificate is issued to a manufacturing site, not a person or product, by the regulator that inspected it, confirming the site complies with GMP for the activities inspected.
- What are the basic principles of GMP?
GMP’s basic principle is that medicines are made consistently to the quality their use and authorisation require.
- What is an HCT/P, and what is the difference between a 361 and a 351 product?
An HCT/P is human cells or tissue intended for implantation, transplantation, infusion or transfer into a person, such as bone, skin or cord blood.
- What is the difference between an NDA, an ANDA and a BLA?
An NDA asks FDA to approve a new drug under section 505(b) of the FD&C Act, on evidence that it is safe and effective.
- What is a drug master file (DMF)?
A drug master file is a confidential submission to FDA about facilities, processes or articles used to make, process, package or store human drugs.
- What is the Common Technical Document (CTD), and what goes in each module?
The Common Technical Document is the ICH M4 format for the dossier in an application to register a human medicine.
- Does FDA regulate laboratory-developed tests (LDTs) now that the LDT rule has been vacated?
Not as medical devices.
- Can FDA inspectors now see management review, internal audit and supplier audit reports?
Yes, for device manufacturers.
- What is an FDA pre-approval inspection (PAI)?
A pre-approval inspection (PAI) is an FDA inspection of a manufacturing or testing site named in a pending NDA or ANDA, made before approval when FDA judges one necessary.
- What should you expect during an FDA inspection of a drug manufacturer?
An FDA investigator arrives, usually unannounced for a domestic surveillance inspection, shows credentials and issues Form FDA 482.
Validation and data integrity
- What is computer system validation (CSV), and what are its steps and deliverables?
Computer system validation (CSV) is the documented process of showing that a computerised system used in GxP work does what its intended use requires, reliably and consistently.
- What is computer software assurance (CSA), and how does it differ from CSV?
Computer software assurance (CSA) is FDA’s risk-based approach to establishing confidence that software used in production or the quality management system is fit for its intended use.
- What is ALCOA+ (and ALCOA++) in data integrity?
ALCOA describes data that are attributable, legible, contemporaneous, original and accurate.
- What are IQ, OQ and PQ in equipment qualification?
IQ, OQ and PQ are the stages of qualifying equipment, utilities, facilities and systems.
- What is data integrity in pharma, and why does it matter?
Data integrity is the degree to which data are complete, consistent and accurate, and stay so throughout their life cycle.
- What is an audit trail review, and how often should audit trails be reviewed?
An audit trail review is the documented check of who created, changed or deleted GxP data, when and why, done as part of reviewing the record itself.
- What are the GAMP 5 software categories, and which category is a LIMS, eQMS or MES?
GAMP 5 Second Edition groups software components into Category 1, infrastructure software, tools and IT services; Category 3, standard system components; Category 4, configured components; and Category 5, custom applications and components.
- What are the three stages of process validation?
FDA’s 2011 guidance divides process validation into three stages.
- What is cleaning validation, and what do FDA and EU GMP require?
Cleaning validation is documented evidence that an approved cleaning procedure reproducibly removes the previous product and cleaning agents below a scientifically set limit.
- What do the FDA, MHRA, PIC/S and WHO data integrity guidances require, and how do they differ?
All four interpret existing GMP or GxP rules rather than adding new ones, and all expect attributable, legible, contemporaneous, original and accurate records, risk-based controls and audit trails reviewed with the data.
- What must a GxP audit trail record under Part 11 and Annex 11?
Under 21 CFR 11.10(e), audit trails must be secure, computer-generated and time-stamped, independently recording the date and time of entries and actions that create, modify or delete electronic records, without obscuring earlier information, and kept at least as long as the records.
- What does EU GMP Annex 11 require for computerised systems?
EU GMP Annex 11 applies to every computerised system used in GMP-regulated work.
- What is GAMP 5, and what changed in the Second Edition?
GAMP 5 is ISPE’s risk-based guide to compliant GxP computerised systems: industry good practice for keeping systems fit for intended use, not a regulation.
- What is a user requirements specification (URS), and how do you write one for a GxP system?
A user requirements specification (URS) is the controlled document that defines what equipment, a facility or a computerised system must do for its intended use.
- What is a requirements traceability matrix in validation, and is it required?
A requirements traceability matrix is a table linking each user requirement to the specification that meets it and to the tests and results that verify it, so reviewers can see that every requirement was tested and every test has a purpose.
- What is risk-based validation, and how do you decide how much testing a system needs?
Risk-based validation sets the scope and depth of testing from a documented assessment of what each function’s failure could do to patient safety, product quality and data integrity.
- How do you validate a SaaS or cloud system for GxP use, and what is the vendor responsible for?
The regulated company validates a SaaS or cloud system for its own intended use and stays accountable for it, even when the vendor builds, hosts, tests and runs it.
- Can you use Excel in GMP, and how do you validate a spreadsheet?
Yes.
- What is a validation master plan (VMP), and how does it differ from a validation plan?
A validation master plan (VMP) is the high-level document that sets out a site’s whole qualification and validation programme: its policy, organisation and responsibilities, the facilities, equipment, systems and processes in scope with their status, the strategy including requalification, change and deviation handling, and guidance on acceptance criteria.
- What is the difference between validation, verification, qualification and calibration?
Calibration compares a measuring instrument’s readings with a reference standard of known value.
- What is continued process verification (CPV), and how does it differ from continuous and ongoing process verification?
Continued process verification (CPV) is the third stage of FDA’s process validation lifecycle: an ongoing programme that collects and statistically trends process and product data during commercial manufacture to show the process stays in a state of control.
- How many PPQ batches does process validation need, and is it still three?
There is no fixed number.
- What is the difference between prospective, concurrent and retrospective validation?
The difference is when validation happens relative to sale.
- How do you calculate MACO and set HBEL- or PDE-based cleaning validation limits?
MACO, the maximum allowable carryover, is the most residue of one product that the next product made on shared equipment can safely contain.
- What are common data integrity violations in pharma?
The violations FDA and PIC/S guidance keep returning to are shared logins that hide who did what; audit trails switched off or never reviewed; real samples run as test or system suitability injections before the official run; reprocessing chromatography and keeping only the final result; invalidating failing results without a scientific investigation; recording data on scraps of paper or uncontrolled forms; and entries not made at the time of the work.
Quality management
- What is CAPA (corrective and preventive action) in pharma?
CAPA, corrective and preventive action, is the part of a pharmaceutical quality system that turns problems into lasting fixes.
- What is the difference between QA and QC in pharma?
Quality control (QC) checks that materials and products meet their specifications by sampling and testing them and judging each batch’s results.
- What is a deviation in GMP, and does every deviation need to be investigated?
A deviation is a departure from an approved instruction or established standard, such as an exceeded hold time or a test run outside its method.
- What is root cause analysis, and how do you perform one for a deviation or CAPA?
Root cause analysis is the part of an investigation that finds why a deviation, defect or complaint happened, so corrective and preventive action removes the cause, not the symptom.
- What is change control in pharma, and what are the steps of the change control process?
Change control is the system a pharmaceutical company uses to propose, evaluate, approve, implement and review changes that could affect product quality, such as changes to materials, processes, equipment, methods, facilities or software.
- What is an annual product review (APR or PQR), and what must it include?
An annual product review is a documented evaluation, at least yearly, of each product’s quality data to decide whether its specifications, process or controls need to change.
- How do you perform an FMEA in pharma and calculate the risk priority number (RPN)?
An FMEA breaks a process into steps, lists how each step could fail, and rates each failure mode for severity, likelihood of occurrence and likelihood of detection.
- What is quality risk management (ICH Q9(R1)), and what changed in the revision?
Quality risk management is a systematic process for the assessment, control, communication and review of risks to the quality of a medicinal product across its lifecycle, set out in ICH Q9.
- How do you get ISO 13485 (or ISO 9001) certification, and what does it cost?
ISO does not certify anyone.
- What is ICH Q10, and what are the elements of a pharmaceutical quality system?
ICH Q10 is the harmonised model for a pharmaceutical quality system, finalised by ICH in June 2008 and published by FDA as guidance in April 2009; in the EU it sits in Part III of the GMP guidelines.
- What is the difference between a correction, a corrective action and a preventive action?
A correction eliminates a detected nonconformity, for example by rework or regrade.
- How do you verify CAPA effectiveness, and how long should an effectiveness check run?
Check whether the problem the CAPA targeted has stopped or fallen, against criteria set before the action took effect: the event definition, the population, a rate measured against exposure, the window and the pass mark.
- How do you write a deviation investigation report?
A deviation investigation report is the written record 21 CFR 211.192 requires.
- What is the difference between a deviation and a nonconformance?
A deviation is a departure from an approved instruction or established standard, such as a skipped procedure step or an exceeded hold time.
- What is a nonconformance report (NCR), and when does an NCR become a CAPA?
A nonconformance report (NCR) records a product, material or output that does not meet a specified requirement: what failed, against which requirement, how it was contained and evaluated, and its disposition, such as rework, repair, concession or scrap.
- What is a planned deviation, and should it go through change control instead?
A planned deviation is a departure from an approved procedure, instruction or specification that is approved before it happens.
- Is human error an acceptable root cause for a deviation?
Not on its own.
- How should pharmaceutical product complaints be handled and investigated?
Record every written and oral complaint under a written procedure.
- What is a management review, what are its inputs and outputs, and how often must it happen?
A management review is senior management’s formal, periodic review of whether the quality system remains suitable and effective.
- What does document control require under GMP and ISO 13485?
Every GMP instruction, such as a procedure or specification, is reviewed and approved by authorised people, including the quality unit, before its effective date.
- How do you write a GMP SOP, and how is an SOP different from a work instruction?
A GMP SOP gives directions for performing an operation.
- What are the GMP training requirements, and what must training records show?
GMP requires everyone whose work can affect product quality to be trained in the operations they perform and in GMP, and to keep being trained.
- What is a GMP internal audit (self-inspection), and how often should one be done?
A GMP internal audit, which EU GMP calls a self-inspection, is a planned and recorded check by competent, independent people that a site follows GMP and its own quality system, with corrective actions recorded.
- What are pharmaceutical quality metrics, and what is FDA’s Quality Metrics Reporting Program?
Pharmaceutical quality metrics are objective measures of how well manufacturing and the quality system perform, such as lot acceptance rate, right-first-time rate, invalidated out-of-specification rate, complaint rate and CAPA effectiveness.
- What is a quality manual, and is one required for pharma and medical devices?
A quality manual is the top-level document that describes a company’s quality management system: its quality policy, scope, processes and how they link, and management responsibilities.
- What is clinical quality assurance, and what does a GCP QA function do?
Clinical quality assurance is the planned, systematic work that makes sure a trial is performed and its data are generated, recorded and reported in compliance with GCP and the regulations.
Manufacturing and batch records
- What is an electronic batch record (eBR), and does FDA require one?
An electronic batch record (eBR) is a batch production record created, completed and kept in a computer system instead of on paper.
- What is the difference between a master batch record and a batch production record?
A master batch record is the approved set of instructions for making a product at a set batch size: its formula, equipment, steps, limits and expected yields.
- What does EU GMP Annex 1 require for environmental monitoring?
EU GMP Annex 1 makes environmental monitoring part of the contamination control strategy.
- What is batch record review by exception, and do FDA and EU inspectors accept it?
Review by exception means QA reviews a batch record through a validated report of predetermined exceptions, such as out-of-limit values, changed data and deviations, instead of reading every entry line by line.
- How should QA review a batch record before release, and who has to do it?
Before release, the quality unit must review and approve all of a batch’s production and control records, including packaging and labelling, to confirm the approved procedures were followed, and investigate any unexplained discrepancy or failed specification (21 CFR 211.192).
- What must a batch production record include under 21 CFR 211.188?
Under 21 CFR 211.188, every batch needs a production and control record with complete information on how it was made and controlled.
- How do you correct a mistake in a batch record under good documentation practice?
Draw a single line through the wrong entry so it stays readable, write the correct entry, and initial or sign and date the change.
- What is line clearance, and what do GMP regulations require for it?
Line clearance is the documented check, before a processing or packaging operation starts, that the area, line and equipment are clean and free of products, materials, labels and documents from the previous operation.
- What are cleanroom grades A, B, C and D, and how do they compare with ISO 14644 classes?
EU GMP Annex 1 defines four cleanroom grades for sterile manufacturing.
- What is a contamination control strategy (CCS) under EU GMP Annex 1, and what should it contain?
A contamination control strategy is the planned set of controls for microorganisms, endotoxin and pyrogens, and particles that EU GMP Annex 1 expects across a sterile manufacturing site.
- What is a media fill (aseptic process simulation), and how often must it be run?
A media fill, or aseptic process simulation, runs an aseptic process with sterile growth medium in place of the product, then incubates the filled units to show whether contamination got in.
- What is PUPSIT, and does EU GMP Annex 1 require it?
PUPSIT, the pre-use post-sterilisation integrity test, checks a sterilising grade filter for damage after it has been sterilised and before product passes through it.
- What is chain of identity, and how does it differ from chain of custody in cell and gene therapy?
Chain of identity is the permanent link between a patient or donor and their cells, kept from collection to treatment by unique identifiers checked at each step.
- What is technology transfer in pharmaceutical manufacturing, and what should a tech transfer protocol cover?
Technology transfer is the planned, documented move of a product, process or analytical method, with the knowledge behind it, from a sending unit to a receiving unit: from development to manufacturing, or between sites.
- What is lot genealogy, and what forward and backward traceability do GMP rules require?
Lot genealogy is the record of which material lots went into which batches, and where each batch went.
- What GMP requirements apply to cell and gene therapy manufacturing, from Phase 1 to commercial?
In the US, cell and gene therapies regulated as biologics need CGMP at every phase.
- How long must batch records be kept?
Under 21 CFR 211.180, US batch production, control and distribution records are kept for at least one year after the batch’s expiry date, or three years after distribution for OTC products exempt from expiry dating.
- How do you calculate batch yield and reconcile materials and labels, and when must a discrepancy be investigated?
Percentage of theoretical yield is actual yield divided by theoretical yield, times 100, at each appropriate phase of manufacture.
- What must GMP equipment use, cleaning and maintenance logbooks record?
Under 21 CFR 211.182, major equipment needs a log of its cleaning, maintenance (other than routine lubrication and adjustment) and use, showing the date, time, product and lot number of each batch processed, signed or initialled by the people who did and checked the work, in chronological order.
Laboratory and quality control
- What is the difference between OOS, OOT and OOE results?
An OOS (out-of-specification) result falls outside a specification or acceptance criterion and must be investigated, even if the batch is rejected.
- How do you investigate an out-of-specification (OOS) result?
Investigate in phases.
- What are the ICH stability storage conditions for long-term, intermediate and accelerated studies?
In ICH Q1A(R2)’s general case, long-term testing is at 25 °C ± 2 °C/60% RH ± 5% RH or 30 °C ± 2 °C/65% RH ± 5% RH, intermediate at 30 °C/65% RH and accelerated at 40 °C ± 2 °C/75% RH ± 5% RH.
- What is the difference between alert and action limits in environmental monitoring?
An alert level is an early warning: a microbial or particle level, set from your own qualification and trend data, that signals drift from normal conditions and calls for scrutiny and follow-up, not necessarily corrective action.
- How often must GMP equipment and instruments be calibrated, and what must a calibration programme include?
No GMP regulation sets a fixed calibration interval.
- What must a certificate of analysis (CoA) contain?
A certificate of analysis identifies the material, its grade, batch number, release date and expiry or retest date.
- What does ICH Q2(R2) require for analytical method validation, and how does it relate to ICH Q14?
ICH Q2(R2), adopted on 1 November 2023, sets out how to show an analytical procedure is fit for its intended purpose.
- What is the difference between analytical method validation, verification and transfer?
Validation shows that an analytical procedure is fit for its intended purpose, through planned studies of characteristics such as specificity, accuracy, precision and range.
- What are reserve (retention) samples, how much must be kept, and for how long?
Reserve samples let a batch be tested or examined again.
- What is changing with the new consolidated ICH Q1 stability guideline?
The new ICH Q1 merges Q1A(R2), Q1B, Q1C, Q1D, Q1E and Q5C into one stability guideline for synthetic and biological products.
- What is sample management in a GxP lab, and what must a sample record show?
Sample management is the control of each sample from the plan that calls for it through sampling, labelling, receipt, storage, testing, retention and disposal, so every result traces to a known, representative sample.
Suppliers and materials
- How do you qualify a supplier in the pharmaceutical industry?
Qualify a supplier by assessing its suitability before use, approving it for a defined material and supply chain, agreeing specifications and responsibilities in writing, then monitoring it.
- What is a quality agreement, and what should it include?
A quality agreement is a written agreement between a product owner and a contract manufacturer or laboratory that says which party carries out each GMP activity.
- How should a temperature excursion during storage or shipment be handled?
Handle a temperature excursion as a deviation.
- How should incoming materials be received, quarantined, sampled and released for use?
Check each delivery on arrival for correct labelling, damage, broken seals and contamination, give each lot a receipt code, and hold it in physical or administrative quarantine.
- How many containers of an incoming raw material must be sampled, and is the √n+1 rule required?
No regulation requires the √n+1 rule.
- Can you rely on a supplier’s certificate of analysis instead of testing raw materials yourself?
Partly.
- What is good distribution practice (GDP) for medicines?
Good distribution practice (GDP) is the part of quality assurance that keeps a medicine’s quality and integrity while it is bought, stored, transported and supplied, and keeps falsified products out of the legal supply chain.
Choosing systems
- What is the difference between a LIMS and an ELN?
A LIMS manages samples and their testing: it registers each sample, assigns tests, methods and specifications, records results and routes them for review and disposition.
- What is a LIMS, and what is it used for in a pharma QC lab?
A LIMS (laboratory information management system) is software that runs a laboratory’s testing and keeps its records.
- What is the difference between MES and ERP in pharmaceutical manufacturing?
ERP (enterprise resource planning) runs the business side of manufacturing: orders, purchasing, materials, inventory and distribution.
- What makes software 21 CFR Part 11 and GMP compliant?
Software is not Part 11 or GMP compliant by itself; compliance belongs to the system as your organisation uses it.
- How much does a LIMS cost?
There is no standard price for a LIMS, and no regulator sets one.
- What is an eQMS (electronic quality management system), and what does it do?
An eQMS (electronic quality management system) is software that runs a company’s quality processes and keeps their records: controlled documents and training, deviations and nonconformances, investigations and CAPA, change control, complaints, audits, suppliers and management review.
- How much does an eQMS cost?
No regulator sets or publishes eQMS prices, so the licence figure comes from vendors’ quotes.
- What is an MES (manufacturing execution system) in pharma, and how does it differ from an eBR?
A manufacturing execution system (MES) manages and records production operations.
- How do you choose an eQMS?
Start from the quality processes you run and the rules they fall under, not from a vendor’s feature list.
- How do you choose a LIMS, and what should LIMS requirements include?
Choose a LIMS by writing down what your laboratory records must hold and control, then testing shortlisted systems against it.
- How long does a LIMS implementation take?
No regulation sets a timeline for a LIMS implementation.
- What is the difference between an eQMS and a document management system?
A document management system (DMS or EDMS) controls documents: drafting, review, approval, versions, distribution and retention.
- What is an electronic lab notebook (ELN), and what should it do in a GxP lab?
An electronic lab notebook (ELN) is software that replaces the paper notebook: scientists record methods, samples, observations, calculations and results as they work.
- When should you move from a paper QMS to an eQMS, and how do you migrate?
No regulation requires an electronic QMS; controlled paper is acceptable.
- How do you move from paper batch records to electronic batch records?
Treat it as redesigning the batch record, not scanning it.
- How do you choose an electronic batch record (eBR) or MES system?
Choose from your process outward.
- How do LIMS, MES and QMS fit together, and do you need separate systems?
A LIMS holds samples, tests and results; an MES runs and records each batch; a QMS holds procedures, training, deviations, CAPA and change control.
- How long does it take to implement and validate an eQMS?
No regulation sets a timetable.
- How do you integrate lab instruments with a LIMS?
Connect each instrument so its results reach the LIMS without retyping, with sample identity, units and method attached, and keep the original electronic record, raw data and audit trail where a reviewer can reach them.
AI in GxP
- Can AI be used in GMP?
Yes.
- What is EU GMP Annex 22 on artificial intelligence, and what does it allow?
Annex 22 is a draft new annex to the EU GMP Guide for AI models in critical GMP applications, consulted on by the European Commission and PIC/S from July to October 2025.
- What does FDA guidance say about using AI in drug development and manufacturing?
FDA’s guidance is a January 2025 draft, still not final, on AI that produces information or data supporting regulatory decisions about drug safety, effectiveness or quality, manufacturing included.
- How do you validate an AI tool or machine learning model for GxP use?
Validate it like any GxP computerised system, from intended use and risk, then add what models need: a detailed intended use covering the input data, metrics and acceptance criteria approved before testing, test data kept independent of training data, a pre-approved test plan, and change control, configuration control and performance monitoring in use.
- What did FDA’s warning letter about AI in drug manufacturing say?
Warning letter 320-26-58 of 2 April 2026 to Purolea Cosmetics Lab in Livonia, Michigan, gave AI its own heading: “Inappropriate Use of Artificial Intelligence in Pharmaceutical Manufacturing”.
- Can ChatGPT and other generative AI or LLMs be used in GMP work?
Yes, for supporting work that qualified people check, but not in critical GMP applications.
- Can AI review batch records?
AI can prepare a batch record review, but it cannot be the reviewer of record.
- Can AI write deviation reports and help with root cause analysis and CAPA?
Yes, as a drafting and evidence-gathering aid, but people must own the investigation.
- Can you use AI to write SOPs and other GMP documents?
Yes, as a drafting aid, if qualified people review and approve every document before it is used.
- Does the EU AI Act apply to AI used in pharmaceutical manufacturing and quality?
Partly.
- What does human in the loop mean for AI in GMP, and is it enough?
Human in the loop means a qualified, trained person checks an AI output before it is used in a GMP decision and stays responsible for it.
See your process in Seal.
Bring a procedure or a recurring problem. See how your team configures it with Neil and improves the next run.
Book a demo