What CGT can learn from biologics: high‑value AI use cases for manufacturing

Cell and gene therapy manufacturing continues to face efficiency and scalability challenges, yet the sector can draw directly on the biopharmaceutical industry’s established experience applying AI and machine learning across biologics production, spanning digital infrastructure, process analytical technology (PAT), cloud-based digital applications, and generative AI. This article examines how those lessons translate to CGT, arguing that manufacturers should prioritize electronic batch records, contextualized metadata, and cloud-based data pipelines before layering on advanced AI, while planning early for GMP validation of AI-driven tools.

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Publication Details

Journal
Cell and Gene Therapy Insights
Published
2026-07-30
DOI
https://doi.org/10.18609/cgti.2026.080
Primary Topic
Viral Infectious Diseases and Gene Expression in Insects
Type
article
Field-Weighted Citation Impact
0.00
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article

What CGT can learn from biologics: high‑value AI use cases for manufacturing

Shyam Panjwani
Cell and Gene Therapy Insights
Viral Infectious Diseases and Gene Expression in Insects
article

What CGT can learn from biologics: high‑value AI use cases for manufacturing

Shyam Panjwani
article en

Abstract

Cell and gene therapy manufacturing continues to face efficiency and scalability challenges, yet the sector can draw directly on the biopharmaceutical industry’s established experience applying AI and machine learning across biologics production, spanning digital infrastructure, process analytical technology (PAT), cloud-based digital applications, and generative AI. This article examines how those lessons translate to CGT, arguing that manufacturers should prioritize electronic batch records, contextualized metadata, and cloud-based data pipelines before layering on advanced AI, while planning early for GMP validation of AI-driven tools.

Cell and Gene Therapy InsightsVol. 12(6)
Bayer (United States) (US)
Industry, innovation and infrastructure
Openalex Percentile: Top 14%
Viral Infectious Diseases and Gene Expression in Insects
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