Single or hybrid? manufacturers' live-streaming mode selection considering virtual streamers
The emergence of AI-generated virtual streamers in live-streaming commerce has complicated manufacturers' mode selection. In response, this study develops a game-theoretic decision-aid framework to analyze manufacturers' optimal strategies across both single live-streaming modes (self-streaming, streamer, and virtual streamer) and hybrid live-streaming modes (‘self−streaming+streamer’ and ‘self−streaming+virtual streamer’). It further incorporates different slotting fee structures and the platform's drainage effect to evaluate how these factors shape the manufacturer's mode choice. The findings show that: (i) consumer distrust may reduce demand for virtual streamers and the return on AI customisation, but a sufficiently strong drainage effect can offset this disadvantage; (ii) as streamer traffic effects strengthen, or drainage effects rise when traffic effects are still weak, the optimal strategy shifts from self-streaming to external or virtual streamer live-streaming, and eventually to hybrid modes; (iii) manufacturers prefer a single mode when both traffic and drainage effects are weak, but hybrid modes when these effects become stronger; and (iv) these results remain robust under different slotting fee structures and platform drainage strategies, while the manufacturer–platform equilibrium depends on drainage costs and off-peak incremental gains. Overall, the threshold-based framework guides manufacturers and platforms in allocating human and AI-enabled live-streaming resources across channels and periods.
Authors
- Xinru Hou
- Gaoke Wu (ORCID: https://orcid.org/0000-0002-8246-8568)
- Mengze Chen (ORCID: https://orcid.org/0000-0002-0792-6266)
- Wensheng Yang (ORCID: https://orcid.org/0000-0001-9711-8643)
Institutions
- Nanjing University of Science and Technology (CN)
Publication Details
- Journal
- International Journal of Production Research
- Published
- 2026-08-14
- DOI
- https://doi.org/10.1080/00207543.2026.2718501
- Primary Topic
- Image and Video Quality Assessment
- Type
- article
- Field-Weighted Citation Impact
- 0.00