LifeSciencesAIAcademy

Track 08Applied GxP SkillsLocked by prerequisiteOptional

Prompt Engineering for GxP

Treat the prompt as a controlled input: constructed deliberately, constrained against fabrication, verified against source and recorded where the output is used in regulated work.

3 lessons · 4 frameworks · 2–3 hours · 0/3 complete · 0/3 exercises recorded

Locked by prerequisite

This track opens once its prerequisites are complete. Prerequisites are sequenced deliberately: each one supplies a competency this track assumes you already hold.

Track 01 — AI Fundamentals
Track 02 — AI Governance & Regulatory Expectations
Track 03 — Approved AI Systems
Track 04 — Data Privacy & Confidentiality

Orientation

Why this matters

In a GxP setting the prompt is part of the method. An undocumented prompt makes an output irreproducible, and an unconstrained prompt invites the model to fill gaps with plausible invention.

What you will be able to do (4)

Construct prompts that specify role, source, task, constraints and output format
Constrain a prompt so that the model declines rather than fabricates
Verify output against the supplied source and reject unsupported statements
Record prompts and outputs so that regulated work is reproducible

Aligned with (4)

ALCOA+ — attributable, original, accurate recordsEU GMP Annex 11 — data input controls21 CFR Part 11 — record integrityGAMP 5 (2nd edition) — critical thinking applied to inputs

Maps to published expectations. Competency demonstrated through assessment.

Regulatory alignment indicates that curriculum topics map to published regulatory expectations. It does not constitute agency approval, certification, legal advice or a determination of organizational compliance.

View source evidence, status and applicability

ALCOA+ — attributable, original, accurate records

Regulatory guidanceUnited Kingdom GxP

MHRA GxP Data Integrity Guidance and Definitions ↗

Relevant provisions: Data governance and ALCOA+ expectations across the data lifecycle
Status and date: March 2018; page updated September 2021. Current MHRA resource; OECD guidance takes precedence for UK GLP as stated by MHRA.
Why it maps: Supports the track's stated mapping to ALCOA+ — attributable, original, accurate records without transferring duties beyond the source's scope.
Applicability limit: Used for data-governance and inspection expectations. Its scope and MHRA's stated GLP qualification must be preserved.

Primary source last verified 2026-08-24

Regulatory guidancePIC/S participating authorities

PIC/S PI 041-1 — Good Practices for Data Management and Integrity ↗

Relevant provisions: Data governance, lifecycle controls, audit trails and organisational responsibility
Status and date: Adopted 1 June 2021. Guidance for regulated GMP/GDP environments; legal effect follows national implementation.
Why it maps: Supports the track's stated mapping to ALCOA+ — attributable, original, accurate records without transferring duties beyond the source's scope.
Applicability limit: Inspection-oriented guidance. It supports, but does not replace, the binding requirements of the applicable jurisdiction.

Primary source last verified 2026-08-24

EU GMP Annex 11 — data input controls

GMP requirementEuropean Union GMP

EudraLex Volume 4, Annex 11 — Computerised Systems ↗

Relevant provisions: Sections 1, 4, 7–9, 11–13 and 16–17
Status and date: Revision January 2011. Current Annex 11; came into operation 30 June 2011.
Why it maps: Supports the track's stated mapping to EU GMP Annex 11 — data input controls without transferring duties beyond the source's scope.
Applicability limit: Applies to computerised systems used as part of GMP-regulated activities. Applicability follows the regulated process and intended use.

Primary source last verified 2026-08-24

21 CFR Part 11 — record integrity

Binding lawUnited States

21 CFR Part 11 — Electronic Records; Electronic Signatures ↗

Relevant provisions: §§ 11.10, 11.30, 11.50, 11.70 and 11.100–11.300
Status and date: Current electronic Code of Federal Regulations. Applies when predicate-rule records are maintained or submitted electronically and Part 11 scope is met.
Why it maps: Supports the track's stated mapping to 21 CFR Part 11 — record integrity without transferring duties beyond the source's scope.
Applicability limit: Part 11 does not make every electronic output a regulated record. Predicate rules and record use determine applicability.

Primary source last verified 2026-08-24

GAMP 5 (2nd edition) — critical thinking applied to inputs

Industry guidanceInternational industry practice

ISPE GAMP 5 — A Risk-Based Approach to Compliant GxP Computerized Systems, 2nd ed. ↗

Relevant provisions: Lifecycle, intended use, critical thinking, supplier involvement and risk-based assurance
Status and date: July 2022. Non-binding unless adopted by an organisation, contract or authority.
Why it maps: Supplies a recognised management or assurance practice; it is identified as non-binding unless separately adopted.
Applicability limit: Widely used industry guidance. It must not be described as legislation or a regulator-issued mandate.

Primary source last verified 2026-08-24

Full source register and editorial method →

Credential

GxP Prompting Practitioner Badge

Duration

2–3 hours

Audience

Anyone who uses generative AI to produce or support regulated content
Medical writers, scientists, analysts and quality professionals
Reviewers who must assess AI-assisted output

Prerequisites

Track 01
Track 02
Track 03
Track 04

Behaviours practised (3)

ApplyVerifyDocument

A medical writer asks a general model to 'summarise the safety findings for this compound'. The model produces a fluent summary citing three studies. Two exist. One does not. Nothing in the prompt told the model to use only supplied sources, and nothing in the process required the citations to be checked.

Badge requirements (5)

Complete all three lessons and their knowledge checks
Achieve at least 80% across the final badge assessment
Answer every safety-critical question correctly
Write a controlled prompt containing all five components
Identify every unsupported statement in the detection exercise

Lessons (3)

Final badge assessment

GxP Prompting Practitioner Badge

Prompt construction
Multiple choice and select all that applySafety-critical
Assess prompts for the five components and select the most verifiable formulation.
Unsupported statement detection
Identify the unsupported statementSafety-critical
Identify unsupported statements across three AI-drafted extracts with sources supplied.
Documentation workflow
Ordering workflow steps
Order the steps for producing and recording an AI-assisted regulated output.
Practical exercise — controlled prompt and record
Practical exercise
Write a controlled prompt for a GxP task and assemble the accompanying record.

Next recommended track

Track 09 — AI Validation Awareness and Model Credibility