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AI in CMC: Foundations, Readiness & Regulatory LandscapeComing Soon for 2027 | 1-Day Live Online Course

Build the foundations for AI in CMC—data, systems and regulatory understanding—before moving to implementation

This course is currently not scheduled however it can be delivered for your team. To register your interest, complete the form below

We Can Deliver This Course for Your Team

 

No scheduled dates for this course right now — but we can deliver it exclusively for your team.

 

Follow the link below and complete the short form to receive a tailored course outline and clear, transparent pricing. Share your focus areas, objectives, timelines, and group size, and we’ll come back to you with a draft programme, estimated investment, and recommended next steps.

Learn more about the course by toggling through the tabs below.

Course Overview

 

Artificial intelligence is rapidly gaining traction across CMC functions, but many organisations are not yet equipped to implement it effectively. Challenges around data quality, infrastructure, governance and regulatory expectations often prevent AI initiatives from progressing beyond early exploration.

 

This short course gives a clear, practical foundation: what AI can realistically do in a CMC setting, what needs to be in place before an organisation can adopt it (data, infrastructure, governance), and how the regulatory picture is taking shape. Through real-world examples and case studies, it helps teams set realistic expectations and sidestep the common pitfalls.

 

By the end of the course, attendees will have a practical roadmap for preparing their organisation for AI, ensuring initiatives are built on strong technical, operational and regulatory foundations.

 

Learn more about how we deliver live online training.

Key Learning Objectives

 

  • Explain core AI concepts and their relevance to CMC environments
  • Identify where AI can realistically add value across CMC functions
  • Assess organisational readiness for AI (data, infrastructure, workflows)
  • Understand data harmonisation, governance and AI-ready data
  • Recognise how retrieval-augmented systems (RAG) support knowledge management
  • Understand where AI regulation for pharma is heading

Who Should Attend?

 

This course is designed for professionals involved in CMC, manufacturing and technical operations who are exploring or planning AI adoption.

CMC & Technical Leadership

  • Heads of CMC, Technical Directors, Manufacturing Leads

Process, Analytical & Development Teams

  • Process Development Scientists, Analytical Development, MSAT

Quality & Regulatory

  • QA professionals, CMC Regulatory Affairs, Compliance Leads

Digital & Transformation Roles

  • Data, digital and transformation leads supporting CMC functions

 

Course Outline

Course Information

  • The course begins at the time stated below
  • The course is broken up into modules outlined below
  • There will be breaks between modules

2027 Dates TBC

1-Day Live Online Training
Register at the top of the page.

Session 1

120 mins | 10:00 AM UK

Introduction to AI

  • What AI is: machine learning, deep learning, generative AI
  • Why the sudden acceleration (data, compute, algorithms)
  • Types of application: prediction, classification, generation, optimisation
  • Setting realistic expectations: what AI can and cannot do
  • Public attitudes to AI, and why they matter

 

AI Readiness & Digital Infrastructure

  • Data harmonisation: why CMC data is fragmented, and what ML-ready data looks like
  • Lab automation and instrument integration: connecting instruments and capturing structured data
  • RAG and enterprise knowledge systems: turning documents and SOPs into queryable knowledge
  • Case study: from fragmented data to a working AI use case
Session 2

120 mins | 10:00 AM UK

AI for Companies vs Contract Organisations

  • Data ownership and permissions: whose data is it?
  • The risks of learning across clients
  • Platform tools vs bespoke, client-facing services
  • Confidentiality in the age of LLMs
  • Case study: a CDMO implementation, what worked and what was off-limits

 

The Regulatory Landscape: a finger on the pulse

  • How much AI regulation has arrived, and how quickly it is growing
  • The direction of travel across the major jurisdictions, and which are broadly more or less permissive
  • How public attitudes to AI shape the regulatory response
  • Where to find authoritative guidance when you need the detail
Josi Livingston

Josi Livingston is an AI, data science and digital transformation specialist with extensive experience helping pharmaceutical and biotechnology organisations apply AI across CMC, R&D and laboratory operations. A Chemical Engineer by training, she has held senior roles at Benchling and Synthace, where she led global implementation programmes, laboratory digitalisation initiatives and AI enablement for leading life science organisations, including Sanofi. Today, as Founder of Asae Biotechnology Consulting, she advises biopharma companies on AI strategy, machine learning and data-driven innovation. Josi is recognised for delivering highly practical, case study-led training that equips scientists and technical professionals with the knowledge and confidence to implement AI effectively within regulated life science environments.

Format, Dates & Times

 

Find out when this course is running so you can plan your training. Scroll down to view the full agenda.

2027 Dates TBC

1-Day Live Online Training
Register at the top of the page.

2027 Dates TBC

1-Day Live Online Training
Register at the top of the page.

Course Times

For live online delivery, the course starts at 10:00 AM (UK time) and finishes at 3:00 PM (UK time).

Group Discount

 

If you want to train a small group, we offer a group discount between 5% and 50% depending on the course and number of attendees.

 

For a quote, complete our contact form by following the link. Get in touch.

Customised Team Training

 

We also design and deliver fully customised team training focused on your products, processes, technologies and challenges. This is ideal for specific training requirements or larger groups. Please get in touch with us for more information.

 

For more information, complete our contact form by following the link. Get in touch.

Discover more CMC courses and Pharmaceutical Training courses

What is Included?

Certificate Image

Certification

Download your official Educo Life Sciences Certificate of Attendance to showcase your achievement and professional development.

Access to the Recordings

Access to Recordings for 2 Weeks

Enjoy unlimited access to all session recordings for up to two weeks after the final session — perfect for revision or catching up.

Learner Ref Image

Learner Reference Guide

Attendees receive an overview packed with key concepts, examples, and references from your training to support you long after the course concludes.

Format Image

Live Online

This course is delivered live online with direct access to the trainer.

Duration Image

4 Hours of Learning

This course includes a total of 4 hours of learning.

Expert Trainer Image

Expert Trainer

Engage directly with leading trainers who bring real-world experience and insider knowledge to every session.

Additional Course Information

Free Online Module

Free Online Module

 

  • Some of our courses include a free to attend module 1. Please check above to see if this applies to this course.
  • If applicable, module 1 is free to attend and delivered online at a date 3 to 8 weeks before the full course start date.
  • To register for module 1, please submit your details in the form located above.
  • Module 1 is recorded so if you are unable to attend, you can catch up ahead of the course start date.

 

Frequently Asked Questions (FAQs)

Full Course Information and Pricing

Full Course Information and Pricing

 

  • To attend the full course, you must register online at the top of the page by selecting the course dates from the drop-down and clicking enrol to add the course to your basket. Once added, please follow the checkout instructions to pay via credit card or bank transfer.
  • There are price tiers for this course. The dates of these are located above. The earlier you register the more you save.
  • The full training course is delivered either online or in a classroom. Please check which course format you have booked.
  • For hybrid training – In the event we do not have enough people on one of the options we will contact you to discuss switching.
  • For live online courses – The dates and times of modules/sessions are subject to change.
  • For live online courses – The module/session durations are approximate.

 

Frequently Asked Questions (FAQs)

On-Demand Information and Pricing

On-Demand Information

 

  • Most courses are available on-demand. If you select this option you will be able to begin training instantly.
  • You will gain access to a previous live online session, slides and learner reference guide.
  • You will also be added to the next live session, giving you the opportunity to attend and interact directly with the trainer if you wish.
  • Depending on the course length you will have access to the on-demand materials for 1 to 3 months.

 

Frequently Asked Questions (FAQs)

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