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Case Studies

Documented examples of generative AI integrated into a specific animation or creative-arts education context (a course, module, studio, assessment, pilot, or funded project) or an animation production project. Each case explains what was done, how it was implemented and tested, and what was learned, and is supported by its source. Many are written for and hosted here.

Education · Animation · 2026

Testing an AI-integrated teaching path for animation majors

An empirical study built and tested a practical teaching path that integrates generative AI into animation-major instruction, with the AI-integrated student group outperforming a traditional-instruction group on both technical and artistic measures.

Jilin Animation Institute · CN

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Education · Design · 2026

Art, Design and AI Educator's Toolkit: a values-led approach across three UK art schools

A QAA-funded collaboration across three UK art and design schools produced an openly licensed, values-led toolkit for teaching with generative AI, structured around the stages of a design cycle and built from classroom-ready activities, worked examples and values-based prompt cards that animation and design programs can adopt without adaptation.

Nottingham Trent University, University of the Arts London, Norwich University of the Arts · UK

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Education · Design · 2024

Generative AI in Design Education: a Post-digital Pedagogies toolkit

RMIT design educators ran a funded project weaving generative AI tools into design studio teaching, producing a set of class activities that were tested and evaluated in studio classes, plus an openly published report on insights and challenges.

RMIT University · AU

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Production · Animation · 2023

AI-generated backgrounds in Netflix and WIT Studio's 'The Dog and the Boy'

A Netflix and WIT Studio anime short used AI-generated backgrounds built from human concept art and finished with human touch-ups, presented by Netflix as a response to the anime industry's labour shortage and criticised for not crediting the concept artists.

WIT Studio / Netflix Anime Creators' Base · JP

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