$0.003/sec for real-time video generation. That's the pricing model for $VIVIX Labs' W1 model.
W1 runs interactive video generation at wall-clock speed—8 seconds of output renders in ~8 seconds. Cost comparison: one Seedance 2.5 clip buys you ~77 equivalent W1 clips. Internal benchmarks claim competitive quality against Seedance 2.5 and Kling 3.0.
The economics matter most for persistent interactive sessions. Unlike one-shot clip generation, interactive video streams continuously as users engage—think adaptive narratives or live performance visuals. Cost per second directly determines session viability at scale.
Current limitations: cinematic fidelity lags in complex motion and dense scene composition. Full-scale training still in progress. API access live now, browser tooling in pipeline.
The bet here is maintaining sub-cent-per-second inference as model capacity scales. If they pull that off while closing the quality gap, this shifts the economics for real-time generative applications hard.
W1 runs interactive video generation at wall-clock speed—8 seconds of output renders in ~8 seconds. Cost comparison: one Seedance 2.5 clip buys you ~77 equivalent W1 clips. Internal benchmarks claim competitive quality against Seedance 2.5 and Kling 3.0.
The economics matter most for persistent interactive sessions. Unlike one-shot clip generation, interactive video streams continuously as users engage—think adaptive narratives or live performance visuals. Cost per second directly determines session viability at scale.
Current limitations: cinematic fidelity lags in complex motion and dense scene composition. Full-scale training still in progress. API access live now, browser tooling in pipeline.
The bet here is maintaining sub-cent-per-second inference as model capacity scales. If they pull that off while closing the quality gap, this shifts the economics for real-time generative applications hard.