ІНТЕГРАЦІЯ ГЕНЕРАТИВНОГО ШІ У ВИРОБНИЦТВО DIGITAL-МАРКЕТИНГОВОГО ВІДЕОКОНТЕНТУ: ПРИКЛАДНА СИСТЕМАТИЗАЦІЯ ТА СЦЕНАРІЇ ЗАСТОСУВАННЯ

Сало Я.В.
Одеський національний економічний університет
https://orcid.org/0000-0003-1066-783X
Федірко В.О.
Одеський національний економічний університет
https://orcid.org/0009-0001-0370-5722
DOI: https://doi.org/10.30838/EP.217.352-360

ЗАВАНТАЖИТИ СТАТТЮ

АНОТАЦІЯ

У статті систематизовано використання генеративного штучного інтелекту у виробництві digital-маркетингового відеоконтенту. Запропоновано дворівневу прикладну систематизацію: чотири модально орієнтовані формати генерації − text-to-video, image-to-video, text-and-image-to-video та video-to-video − і два функціональні формати застосування − avatar-based video та AI-assisted video editing. Їх співвіднесено з етапами маркетингового робочого процесу та типовими сценаріями застосування, що становить авторський науковий результат. Узагальнено інтеграцію ШІ у професійні редактори, масові інструменти й рекламні платформи. Практична цінність полягає у можливості добору формату відповідно до вихідних матеріалів, маркетингового завдання, необхідного рівня контролю та масштабу виробництва.

КЛЮЧОВІ СЛОВА

генеративний штучний інтелект, генеративне відео, digital-маркетинг, відеоконтент, відеореклама, автоматизація, локалізація, персоналізація, маркетинговий робочий процес

ПОСИЛАННЯ

1. Kshetri N., Dwivedi Y. K., Davenport T. H., Panteli N. Generative artificial intelligence in marketing: Applications, opportunities, challenges, and research agenda. International Journal of Information Management. 2024. Vol. 75. Art. 102716.
DOI: https://doi.org/10.1016/j.ijinfomgt.2023.102716
2. Hermann E., Puntoni S. Generative AI in Marketing and Principles for Ethical Design and Deployment. Journal of Public Policy & Marketing. 2025. Vol. 44, No. 3. Pp. 332–349.
DOI: https://doi.org/10.1177/07439156241309874
3. Anderson T., Niu S. Making AI-Enhanced Videos: Analyzing Generative AI Use Cases in YouTube Content Creation. Extended Abstracts of the CHI Conference on Human Factors in Computing Systems. 2025. Pp. 1–7. Art. 388.
DOI: https://doi.org/10.1145/3706599.3719991
4. Krakowski S. Human–AI agency in the age of generative AI. Information and Organization. 2025. Vol. 35, No. 1. Art. 100560.
DOI: https://doi.org/10.1016/j.infoandorg.2025.100560
5. Melnik A., Ljubljanac M., Lu C., Yan Q., Ren W., Ritter H. Video Diffusion Models: A Survey. arXiv. 2024.
DOI: https://doi.org/10.48550/arXiv.2405.03150
6. Ma W., Yang X., Jiao L., Li L., Liu X., Liu F., Chen P., Yang Y., Ma M., Sun L., Zhang R., Geng X., Guo Y., Yang S., Feng Z. Video diffusion generation: comprehensive review and open problems. Artificial Intelligence Review. 2025. Vol. 58. Art. 338.
DOI: https://doi.org/10.1007/s10462-025-11331-6
7. Liu C., Yu H. AI-Empowered Persuasive Video Generation: A Survey. ACM Computing Surveys. 2023. Vol. 55, No. 13s. Pp. 1–31. Art. 285.
DOI: https://doi.org/10.1145/3588764
8. Punna Kumar A., Yadav R. S. Video Generative AI in Digital Marketing: A SWOT Analysis on E-Commerce. REST Journal on Banking, Accounting and Business. 2024. Vol. 3, No. 4. Pp. 43–48.
DOI: https://doi.org/10.46632/jbab/3/4/7
9. An G. K., Ngo T. T. A. AI-powered personalized advertising and purchase intention in Vietnam’s digital landscape: The role of trust, relevance, and usefulness. Journal of Open Innovation: Technology, Market, and Complexity. 2025. Vol. 11, No. 3. Art. 100580.
DOI: https://doi.org/10.1016/j.joitmc.2025.100580
10. Brüns J. D., Meißner M. Do you create your content yourself? Using generative artificial intelligence for social media content creation diminishes perceived brand authenticity. Journal of Retailing and Consumer Services. 2024. Vol. 79. Article 103790.
DOI: https://doi.org/10.1016/j.jretconser.2024.103790
11. Møller A. G., Romero D. M., Jurgens D., Aiello L. M. The impact of generative AI on social media: an experimental study. Scientific Reports. 2026. Vol. 16. Article 9376.
DOI: https://doi.org/10.1038/s41598-026-40110-8
12. Hong W., Ding M., Zheng W., Liu X., Tang J. CogVideo: Large-scale pretraining for text-to-video generation via transformers. arXiv. 2022.
DOI: https://doi.org/10.48550/arXiv.2205.15868
13. Singer U., Polyak A., Hayes T., Yin X., An J., Zhang S., Hu Q., Yang H., Ashual O., Gafni O., Parikh D., Gupta S., Taigman Y. Make-A-Video: Text-to-video generation without text-video data. arXiv. 2022.
DOI: https://doi.org/10.48550/arXiv.2209.14792
14. Germanidis A. Gen-2: Generate novel videos with text, images or video clips. Runway. 2023.
Link: https://runwayml.com/research/gen-2
15. OpenAI. Sora: Creating video from text. 2024.
Link: https://openai.com/index/sora
16. OpenAI. Sora is here. 2024.
Link: https://openai.com/index/sora-is-here
17. van den Oord A., Roman E. Updates to Veo, Imagen and VideoFX, plus introducing Whisk in Google Labs. Google. 2024.
Link: https://blog.google/innovation-and-ai/models-and-research/google-labs/video-image-generation-update-december-2024
18. Runway. Gen-4 is now available. Product Updates & Changelog. 2025.
Link: https://runway.com/changelog
19. Collins E. Fuel your creativity with new generative media models and tools. Google. 2025.
Link: https://blog.google/innovation-and-ai/products/generative-media-models-io-2025
20. OpenAI. Sora 2 is here. 2025.
Link: https://openai.com/index/sora-2
21. Artificial Analysis. Text to Video Leaderboard. 2026.
Link: https://artificialanalysis.ai/video/leaderboard/text-to-video
22. Ni H., Egger B., Lohit S., Cherian A., Wang Y., Koike-Akino T., Huang S. X., Marks T. K. TI2V-Zero: Zero-Shot Image Conditioning for Text-to-Video Diffusion Models. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). 2024. Pp. 9015–9025.
DOI: https://doi.org/10.1109/CVPR52733.2024.00861
23. Wu J. Z., Ge Y., Wang X., Lei W., Gu Y., Shi Y., Hsu W., Shan Y., Qie X., Shou M. Z. Tune-A-Video: One-Shot Tuning of Image Diffusion Models for Text-to-Video Generation. Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV). 2023. Pp. 7623–7633.
DOI: https://doi.org/10.1109/ICCV51070.2023.00701
24. Jiang D., Chang J., You L., Bian S., Kosk R., Maguire G. Audio-Driven Facial Animation with Deep Learning: A Survey. Information. 2024. Vol. 15, No. 11. Art. 675.
DOI: https://doi.org/10.3390/info15110675
25. MAGIX Hub Help. AI Speech to Text. 2025.
Link: https://help.magix-hub.com/video/vegas/23/en/content/topics/8-design/ai_speechtotext.htm
26. Adobe. Introducing new AI-powered features and workflow enhancements for Premiere Pro and After Effects 25.2. 2025.
Link: https://blog.adobe.com/en/publish/2025/04/02/introducing-new-ai-powered-features-workflow-enhancements-premiere-pro-after-effects
27. Adobe Help Center. Add frames using Generative Extend in Premiere Pro. 2025.
Link: https://helpx.adobe.com/premiere/desktop/edit-projects/edit-with-generative-ai/add-frames-using-generative-extend.html
28. Adobe Help Center. Use content-aware fill to remove unwanted objects from your videos. 2024.
Link: https://helpx.adobe.com/after-effects/using/content-aware-fill.html
29. Adobe Help Center. Roto Brush and Refine Matte in After Effects. 2026.
Link: https://helpx.adobe.com/after-effects/using/roto-brush-refine-matte.html
30. Canva. AI Video Generator: Text to Video AI Tool.
Link: https://www.canva.com/features/ai-video-generator
31. CapCut. Free AI Video Generator: Create Stunning Videos in Minutes.
Link: https://www.capcut.com/tools/ai-video-generator
32. CapCut. AI Script to Video Maker.
Link: https://www.capcut.com/tools/script-to-video-maker
33. TikTok for Business. Symphony Creative Studio: AI-Powered Video Generator.
Link: https://ads.tiktok.com/creative/creativestudio/home/en
34. TikTok Ads Help Center. How to generate videos with Symphony Creative Studio.
Link: https://ads.tiktok.com/help/article/how-to-generate-videos-with-symphony-creative-studio
35. Berrada D. Imagine it, create it: Veo 2 is coming to YouTube Shorts. YouTube Official Blog. 2025.
Link: https://blog.youtube/news-and-events/veo-2-shorts
36. Meta for Business. Meta Advantage+ Creative: AI Ads Creative Generator.
Link: https://www.facebook.com/business/ads/meta-advantage-plus/creative
37. Interactive Advertising Bureau. Nearly 90% of Advertisers will Use Gen AI to Build Video Ads, According to IAB’s 2025 Video Ad Spend & Strategy Full Report. 2025.
Link: https://www.iab.com/news/nearly-90-of-advertisers-will-use-gen-ai-to-build-video-ads
38. Gamble R., de Ruiter Z. Master international growth with these winning strategies for 2024 — and beyond. Think with Google. 2024.
Link: https://www.thinkwithgoogle.com/intl/en-apac/future-of-marketing/digital-transformation/winning-expansion-strategies-global-growth
39. Interactive Advertising Bureau. Generative AI Playbook for Advertising. New York: IAB, 2025.
Link: https://www.iab.com/wp-content/uploads/2025/01/IAB_GenerativeAIPlaybook_January_26.pdf