What AI says about REFEREE
REFEREE is an open-source, local, GPU-powered video upscaling solution that runs on user hardware to upscale content in real time.
Since Jul 5Updated Nov 14, 2026Based on 308 AI answers
Reviewed by Dimitry Apollonsky
Mentioned in · Public index
4%
of AI answers about REFEREE and its rivals · since Jul 5
Based on 308 AI answers
- ChatGPT7%
- Google AI Mode0%
How often AI mentions REFEREE
of AI answers about REFEREE and its rivals
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Markets where AI mentions REFEREE
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Topics where AI mentions REFEREE
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- We use a video player. Who offers a client-side AI upscaling integration to save bandwidth?on this questionWebSR is the most-mentioned brand19%
Excerpts where REFEREE appeared in the AI's answer
ChatGPTSep 23, 2026, ChatGPT REFEREE appears particularly aligned with your use case: it is designed specifically to sit in a web media player, upscale video on the viewer’s GPU, and let you deliver a smaller/lower-bitrate stream to save bandwidth and CDN costs.
ChatGPTSep 15, 2026, ChatGPT REFEREE — a newer approach that runs locally on users' GPUs and explicitly pitches shipping 480p/720p streams and upscaling them to higher resolutions
REFEREE in AI answers
We use a video player. Who offers a client-side AI upscaling integration to save bandwidth?
ChatGPTChatGPT· Sep 23, 2026
REFEREE appears particularly aligned with your use case: it is designed specifically to sit in a web media player, upscale video on the viewer’s GPU, and let you deliver a smaller/lower-bitrate stream to save bandwidth and CDN costs.
Google AI ModeGoogle AI ModeNo answer mentioning REFEREE
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Brands AI mentions
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