P-Video-2-Pro (Cost) lands on the Preference × Price Pareto frontier on @DesignArena, with pricing starting at just $0.01/s. That holds for both Text-to-Video and Image-to-Video, putting Cost among the strongest price–preference tradeoffs on the benchmark. At $0.01/s for 480p and $0.025/s for 768p, it’s the cheapest P-Video-2-Pro mode, while still averaging around 10 seconds per generation, nearly 10× faster than the average video model.

P-Video-2-Pro (Cost) lands on the Preference × Price Pareto frontier on @DesignArena, with pricing starting at just $0.01/s. That holds for both Text-to-Video and Image-to-Video, putting Cost among the strongest price–preference tradeoffs on the benchmark. At $0.01/s for 480p and $0.025/s for 768p, it’s the cheapest P-Video-2-Pro mode, while still averaging around 10 seconds per generation, nearly 10× faster than the average video model.

.@PrunaAI has reshaped the quality-cost frontier by dropping the price for P-Video-2 Pro to just $0.01/sec!

P-Video-2-Pro now has a Cost mode! Get the same output quality as Speed mode, now starting from just $0.01/s. Optimised for cost when generation time matters less. And for launch, it’s 50% off until October 13! • 𝗜𝗻𝗽𝘂𝘁: Text or first-frame image, with optional last-frame conditioning • 𝗗𝘂𝗿𝗮𝘁𝗶𝗼𝗻: 5–15s with generated audio • 𝗣𝗿𝗶𝗰𝗶𝗻𝗴: $0.01/s at 480p · $0.025/s at 768p • 𝗖𝗼𝗻𝘁𝗿𝗼𝗹: First + last frame, seed, aspect ratio, and prompt upsampling Three modes: Cost, Speed, Quality. Pick the tradeoff that fits your workflow. Available via our inference partners @Cloudflare, @Scenario_gg, @replicate, @wiroai, @TellersAI, @eachlabs, @edenaico, @runware, @wavespeed_ai, @inference_sh, @togethercompute, and @prodialabs. Validated by our benchmark partners @datapointai, @RapidataAI, and @DesignArena. 📚 Model docs: docs.api.pruna.ai/guides/mod… 🧩 API: dashboard.pruna.ai/login

P-Video-2-Pro now has a Cost mode! Get the same output quality as Speed mode, now starting from just $0.01/s. Optimised for cost when generation time matters less. And for launch, it’s 50% off until October 13! • 𝗜𝗻𝗽𝘂𝘁: Text or first-frame image, with optional last-frame conditioning • 𝗗𝘂𝗿𝗮𝘁𝗶𝗼𝗻: 5–15s with generated audio • 𝗣𝗿𝗶𝗰𝗶𝗻𝗴: $0.01/s at 480p · $0.025/s at 768p • 𝗖𝗼𝗻𝘁𝗿𝗼𝗹: First + last frame, seed, aspect ratio, and prompt upsampling Three modes: Cost, Speed, Quality. Pick the tradeoff that fits your workflow. Available via our inference partners @Cloudflare, @Scenario_gg, @replicate, @wiroai, @TellersAI, @eachlabs, @edenaico, @runware, @wavespeed_ai, @inference_sh, @togethercompute, and @prodialabs. Validated by our benchmark partners @datapointai, @RapidataAI, and @DesignArena. 📚 Model docs: docs.api.pruna.ai/guides/mod… 🧩 API: dashboard.pruna.ai/login

P-Video-2-Pro now has a Cost mode! Get the same output quality as Speed mode, now starting from just $0.01/s. Optimised for cost when generation time matters less. And for launch, it’s 50% off until October 13! • 𝗜𝗻𝗽𝘂𝘁: Text or first-frame image, with optional last-frame conditioning • 𝗗𝘂𝗿𝗮𝘁𝗶𝗼𝗻: 5–15s with generated audio • 𝗣𝗿𝗶𝗰𝗶𝗻𝗴: $0.01/s at 480p · $0.025/s at 768p • 𝗖𝗼𝗻𝘁𝗿𝗼𝗹: First + last frame, seed, aspect ratio, and prompt upsampling Three modes: Cost, Speed, Quality. Pick the tradeoff that fits your workflow. Available via our inference partners @Cloudflare, @Scenario_gg, @replicate, @wiroai, @TellersAI, @eachlabs, @edenaico, @runware, @wavespeed_ai, @inference_sh, @togethercompute, and @prodialabs. Validated by our benchmark partners @datapointai, @RapidataAI, and @DesignArena. 📚 Model docs: docs.api.pruna.ai/guides/mod… 🧩 API: dashboard.pruna.ai/login

Our video model runs in seconds and takes the #2-6 spots on independent benchmarks for human preference by @DesignArena This is how far post-training and model optimization can push the frontier, building on the wonderful open work of legends like @MiniMax_AI's H3. Incredibly proud of our small and insanely talented team. Can't wait to see what you'll all build & scale with this model! On our side we're just getting started 👀

P-Video-2 Pro (Quality) and P-Video-2 Pro (Speed) by @PrunaAI tie each other for #2 on Design Arena's Image to Video leaderboard with an Elo of 1325. Based on MiniMax H3 by @MiniMax, P-Video-2 Pro (Quality) generates in 8.0 seconds, while P-Video-2 Pro (Speed) has an 4.5-second generation time, placing it on the Pareto frontier of Preference vs Speed. Congratulations to the entire @PrunaAI team!

P-Video-2-Pro dominates the quality-speed frontier on @DesignArena for both Text-to-Video and Image-to-Video! Image-to-Video: • Quality: #3 · 1325 Elo · 8.0s • Speed: #2 · 1325 Elo · 4.5s Text-to-Video: • Quality: #4 · 1308 Elo · 8.6s • Speed: #6 · 1298 Elo · 4.7s That’s a 19–22 place jump from P-Video-2.

P-Video-2 Pro (Quality) and P-Video-2 Pro (Speed) by @PrunaAI tie each other for #2 on Design Arena's Image to Video leaderboard with an Elo of 1325. Based on MiniMax H3 by @MiniMax, P-Video-2 Pro (Quality) generates in 8.0 seconds, while P-Video-2 Pro (Speed) has an 4.5-second generation time, placing it on the Pareto frontier of Preference vs Speed. Congratulations to the entire @PrunaAI team!

Both Text to Video modes and Image to Video Speed mode sit on the preference × speed. Both modes also lie on the preference × price Pareto frontiers. More on that soon, so stay tuned 👀

P-Video-2 Pro (Quality) and P-Video-2 Pro (Speed) by @PrunaAI tie each other for #2 on Design Arena's Image to Video leaderboard with an Elo of 1325. Based on MiniMax H3 by @MiniMax, P-Video-2 Pro (Quality) generates in 8.0 seconds, while P-Video-2 Pro (Speed) has an 4.5-second generation time, placing it on the Pareto frontier of Preference vs Speed. Congratulations to the entire @PrunaAI team!

Today, we open-source Pruna-Qwen-Image-2.1, a set of a few-step LoRA adapters that make Qwen-Image-2.1 by @Alibaba_Qwen up to 6.3× faster for image generation and editing. - 𝗛𝗼𝘄 𝗲𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝘁 𝗶𝘀 𝗶𝘁? Generate or edit images in just 5 or 8 steps instead of 40. Choose 5 steps for maximum speed or 8 steps for the best balance. - 𝗛𝗼𝘄 𝗴𝗼𝗼𝗱 𝗶𝘀 𝗶𝘁? The 8-step adapter is our recommended default. It supports text-to-image and single- or multi-image editing at 1K resolution, with up to three reference images. - 𝗛𝗼𝘄 𝗱𝗼𝗲𝘀 𝗶𝘁 𝘄𝗼𝗿𝗸?The LoRA adapters load directly on top of Qwen-Image-2.1, while the pipeline remains unchanged. Each adapter uses its own optimized sigma schedule and runs without CFG. 𝘛𝘩𝘪𝘴 𝘪𝘴 𝘫𝘶𝘴𝘵 𝘰𝘶𝘳 𝘧𝘪𝘳𝘴𝘵 𝘳𝘦𝘭𝘦𝘢𝘴𝘦, 𝘸𝘪𝘵𝘩 𝘦𝘷𝘦𝘯 𝘣𝘦𝘵𝘵𝘦𝘳 𝘷𝘦𝘳𝘴𝘪𝘰𝘯𝘴 𝘰𝘯 𝘵𝘩𝘦 𝘸𝘢𝘺. 🚀 Want to try the fast open-source integration? Check it here on Diffusers: buff.ly/1CpiRPp Want to try the fastest image generation and editing endpoint? Check P-Image-Ideogram and P-Image-Edit here on API: buff.ly/gw5tvUV