Founder, President & Chief Scientist @PrunaAI Prev. @Twitter research, Ph.D. in ML @TU_Muenchen
Joined January 2019
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Today, we are happy to release P Video 2 Pro, Based on H3 from @MiniMax_AI .
Highest Quality, Highest Speed.
More benchmarks (and more models?!) coming soon!
Today, we launch P-Video-2-Pro, based on MiniMax H3: The best quality. The best speed.
Text or image in. Video and audio out.
โข ๐๐ป๐ฝ๐๐: Text or first-frame image, with optional last-frame conditioning
โข ๐ฆ๐ฝ๐ฒ๐ฒ๐ฑ: ~2.0s for a 5s clip at 480p ยท ~4.3s at 768p in Speed mode
โข ๐ฃ๐ฟ๐ถ๐ฐ๐ถ๐ป๐ด: From $0.02/s Speed ยท $0.04/s Quality
โข ๐ ๐ผ๐ฑ๐ฒ๐: Speed or Quality
โข ๐๐ผ๐ป๐๐ฟ๐ผ๐น: First and last frame, seed, aspect ratio, and prompt upsampling with Off, Turbo, or Max
Available via our inference partners @replicate, @Cloudflare, @eachlabs, @scenario_gg, @TellersAI, @wavespeed_ai, @wiroai, @runware, and @togethercompute
Validated by our benchmark partners @datapointai, @RapidataAI, and @DesignArena. Benchmarks to be released soon ๐
๐ Free Playground: playground.pruna.ai/
๐ Model docs: docs.api.pruna.ai/guides/modโฆ
๐งฉ API: dashboard.pruna.ai/login
Bertrand Charpentier retweeted
Talking-avatar videos are getting faster and more affordable. According to @PrunaAI benchmark, P-Video-2-Pro-Avatar ranked #1 in overall human evaluation at 768p, runs up to 3ร faster, and costs 7ร less at 480p.
Starting at $0.02 per second. Ideal for UGC, ads, and music videos.
P-Video-2-Pro-Avatar is #1 in overall human ratings, at a fraction of the cost and in seconds.
- Quality: #1 of 10 models at 768p
- Cost: 7ร cheaper, just $0.02/s vs $0.14/s at 480p
- Speed: 3ร faster, just ~9.7s for a 10s clip at 480p
- # 1 for music videos at 768p and #2 at 480p
Across both Quality ร Price and Quality ร Speed, P-Video-2-Pro-Avatar stands out in the high-quality, low-cost, fast-generation region.
From UGC ads to music videos, create high-quality talking avatars without compromising on speed or budget.
Benchmarked by @RapidataAI.
๐งฉ API & Playground: buff.ly/OHtx3eM
๐ Documentation: buff.ly/bHQHKV0
๐ P-Bench: buff.ly/Fk54Z2K
Weโre open-sourcing more distillation work, this time including prompt upsampling distillation. ๐
End to end, from the raw prompt to the final image: 51s โ 1.2s i.e. ~42ร faster
Prompt upsampling used to be the bottleneck. Not anymore.
Today, we open-source v0.2 of P-Q-Image-2.1, two new 6-step LoRA adapters for Qwen-Image-2.1 by @Alibaba_Qwen. The first distillation that removes the prompt-upsampling step!
- ๐๐ผ๐ ๐ฒ๐ณ๐ณ๐ถ๐ฐ๐ถ๐ฒ๐ป๐ ๐ถ๐ ๐ถ๐? Generate or edit images in just 6 steps instead of 40. Use 6-steps for preserving inputs when editing and 6-steps-upsampled for improved visual quality and shorter end-to-end generation.
- ๐๐ผ๐ ๐ด๐ผ๐ผ๐ฑ ๐ถ๐ ๐ถ๐? 6-step distillation provides improved quality with few generation steps. 6-steps-upsampled is the first distillation that removes the need for a separate prompt-upsampling step. This means 41 to 80 seconds saved, depending on your prompt style.
- ๐๐ผ๐ ๐ฑ๐ผ๐ฒ๐ ๐ถ๐ ๐๐ผ๐ฟ๐ธ? The LoRA adapters load directly on top of Qwen-Image-2.1, so the pipeline stays unchanged. Few-step distillation cuts the diffusion cost, and the upsampled adapter also removes the prompt-upsampling step before image generation.
๐ค Open Weights: huggingface.co/PrunaAI/P-Q-Iโฆ
๐ HF Space: huggingface.co/spaces/PrunaAโฆ
A single avatar model is #1 on quality, speed, and price: P-Video-2-Pro-Avatar.
P-Video-2-Pro-Avatar is #1 in overall human ratings, at a fraction of the cost and in seconds.
- Quality: #1 of 10 models at 768p
- Cost: 7ร cheaper, just $0.02/s vs $0.14/s at 480p
- Speed: 3ร faster, just ~9.7s for a 10s clip at 480p
- # 1 for music videos at 768p and #2 at 480p
Across both Quality ร Price and Quality ร Speed, P-Video-2-Pro-Avatar stands out in the high-quality, low-cost, fast-generation region.
From UGC ads to music videos, create high-quality talking avatars without compromising on speed or budget.
Benchmarked by @RapidataAI.
๐งฉ API & Playground: buff.ly/OHtx3eM
๐ Documentation: buff.ly/bHQHKV0
๐ P-Bench: buff.ly/Fk54Z2K
Bertrand Charpentier retweeted
One portrait + one script = a talking video with natural expressions and accurate lip sync. No camera, no studio.
@PrunaAI P-Video-2-Pro-Avatar: from $0.02/s, 50% off until Nov 5, 18:00 CET.
Full details ๐
Introducing P-Video-2-Pro-Avatar, based on @MiniMax_AI H3 !
Turn a single portrait into a realistic talking video with natural expressions and accurate lip sync.
And for launch, it's 50% off for the first two weeks, until November 5 at 18:00 CET!
โข ๐ฃ๐ฟ๐ถ๐ฐ๐ถ๐ป๐ด: $0.02/s at 480p ยท $0.04/s at 768p
โข ๐ฆ๐ฝ๐ฒ๐ฒ๐ฑ: ~0.97 s at 480p ยท ~2.2 s at 768p per second of output video
โข ๐๐ป๐ฝ๐๐: One portrait with a text script or uploaded audio
โข ๐ฉ๐ผ๐ถ๐ฐ๐ฒ๐: 30 voices across 10 languages
โข ๐๐๐ฟ๐ฎ๐๐ถ๐ผ๐ป: 1sโ3min at 24 fps, in 480p or 768p
โข ๐๐ผ๐ป๐๐ฟ๐ผ๐น: Voice delivery, scene motion, seed, and prompt upsampling
One image, two ways to bring it to life. Use your own audio or generate speech directly from text.
Available via our inference partners @replicate, @eachlabs, @Cloudflare, @scenario_gg, @wavespeed_ai, @WiroAI, Sociaro, @TellersAI, and @togethercompute.
๐ Model docs: docs.api.pruna.ai/guides/modโฆ
๐งฉ Try the model through the API or Playground: dashboard.pruna.ai/login
๐๏ธ Last week's efficiency papers (1) highlighted that the biggest wins come from skipping work the model doesn't need and (2) that a speedup only exists on a given machine.
Here is my selection of 5 ML efficiency papers ๐งต
4๏ธโฃ Layers and diffusion steps of a video model have different sensitivities for final output quality. Allocate different attention sparsity at every layer/step to accelerate generation without impacting quality.
arxiv.org/abs/2610.29441
โญ Pick of the week: Joules-to-GDP precisely measures economic value per joule on 220 real professional tasks. They cover:
- Net value = outputโs dollar value โ AI cost (only if a blinded judge says the AI matches the expert).
- Time saving = expert hours โ AI hours on those wins.
E.g. on that yardstick, Gemma 4 31B delivers ~2.5ร the net $/joule of GLM 5.2.
arxiv.org/abs/2610.30858
Bertrand Charpentier retweeted
Tried the new talking portrait model and ended up with something that felt more like a short memory.
Same person, same soft voice shown in different styles and ages.
The expressions and lip sync is ๐ฅ
Made with the new P-Video-2-Pro-Avatar on @PrunaAI.
You can now play with all the fastest models on one interactive playground!
๐๐ก๐ ๐๐ฅ๐๐ฒ๐ ๐ซ๐จ๐ฎ๐ง๐ ๐ข๐ฌ ๐๐๐๐ค ๐๐ง๐ ๐๐๐ญ๐ญ๐๐ซ ๐ญ๐ก๐๐ง ๐๐ฏ๐๐ซ!
If you havenโt noticed yet, the Playground is available again, now powered directly by the API. This means:
1) Forget about sharing it with others and being limited
2) No more 5-generation limit -> Use your credits to create as much as you want.
Sign up now in the Dashboard, add your payment information, and get $20 in free credits (+100 video generations), with no other commitment required!
Start creating in the Playground today: buff.ly/OHtx3eM
Bertrand Charpentier retweeted
Pruna P-Video-2-Pro Avatar will be available in ComfyUI!
Introducing P-Video-2-Pro-Avatar, based on @MiniMax_AI H3 !
Turn a single portrait into a realistic talking video with natural expressions and accurate lip sync.
And for launch, it's 50% off for the first two weeks, until November 5 at 18:00 CET!
โข ๐ฃ๐ฟ๐ถ๐ฐ๐ถ๐ป๐ด: $0.02/s at 480p ยท $0.04/s at 768p
โข ๐ฆ๐ฝ๐ฒ๐ฒ๐ฑ: ~0.97 s at 480p ยท ~2.2 s at 768p per second of output video
โข ๐๐ป๐ฝ๐๐: One portrait with a text script or uploaded audio
โข ๐ฉ๐ผ๐ถ๐ฐ๐ฒ๐: 30 voices across 10 languages
โข ๐๐๐ฟ๐ฎ๐๐ถ๐ผ๐ป: 1sโ3min at 24 fps, in 480p or 768p
โข ๐๐ผ๐ป๐๐ฟ๐ผ๐น: Voice delivery, scene motion, seed, and prompt upsampling
One image, two ways to bring it to life. Use your own audio or generate speech directly from text.
Available via our inference partners @replicate, @eachlabs, @Cloudflare, @scenario_gg, @wavespeed_ai, @WiroAI, Sociaro, @TellersAI, and @togethercompute.
๐ Model docs: docs.api.pruna.ai/guides/modโฆ
๐งฉ Try the model through the API or Playground: dashboard.pruna.ai/login
Bertrand Charpentier retweeted
cuando descubres que puedes convertir cualquier foto de tus amigos en un vรญdeo hablando
EL GRUPO DE WHATSAPP NO VA A SOBREVIVIR A ESTO
Introducing P-Video-2-Pro-Avatar, based on @MiniMax_AI H3 !
Turn a single portrait into a realistic talking video with natural expressions and accurate lip sync.
And for launch, it's 50% off for the first two weeks, until November 5 at 18:00 CET!
โข ๐ฃ๐ฟ๐ถ๐ฐ๐ถ๐ป๐ด: $0.02/s at 480p ยท $0.04/s at 768p
โข ๐ฆ๐ฝ๐ฒ๐ฒ๐ฑ: ~0.97 s at 480p ยท ~2.2 s at 768p per second of output video
โข ๐๐ป๐ฝ๐๐: One portrait with a text script or uploaded audio
โข ๐ฉ๐ผ๐ถ๐ฐ๐ฒ๐: 30 voices across 10 languages
โข ๐๐๐ฟ๐ฎ๐๐ถ๐ผ๐ป: 1sโ3min at 24 fps, in 480p or 768p
โข ๐๐ผ๐ป๐๐ฟ๐ผ๐น: Voice delivery, scene motion, seed, and prompt upsampling
One image, two ways to bring it to life. Use your own audio or generate speech directly from text.
Available via our inference partners @replicate, @eachlabs, @Cloudflare, @scenario_gg, @wavespeed_ai, @WiroAI, Sociaro, @TellersAI, and @togethercompute.
๐ Model docs: docs.api.pruna.ai/guides/modโฆ
๐งฉ Try the model through the API or Playground: dashboard.pruna.ai/login
Bertrand Charpentier retweeted
A single photo can become a video of a talking avatar, complete with natural expressions and lip-syncing.
P-Video-2-Pro-Avatar also supports audio alone or speech from text, up to 3 minutes. It's interesting to create content without needing to re-record it.
The 50% launch discount is valid until November 5.
@PrunaAI
Introducing P-Video-2-Pro-Avatar, based on @MiniMax_AI H3 !
Turn a single portrait into a realistic talking video with natural expressions and accurate lip sync.
And for launch, it's 50% off for the first two weeks, until November 5 at 18:00 CET!
โข ๐ฃ๐ฟ๐ถ๐ฐ๐ถ๐ป๐ด: $0.02/s at 480p ยท $0.04/s at 768p
โข ๐ฆ๐ฝ๐ฒ๐ฒ๐ฑ: ~0.97 s at 480p ยท ~2.2 s at 768p per second of output video
โข ๐๐ป๐ฝ๐๐: One portrait with a text script or uploaded audio
โข ๐ฉ๐ผ๐ถ๐ฐ๐ฒ๐: 30 voices across 10 languages
โข ๐๐๐ฟ๐ฎ๐๐ถ๐ผ๐ป: 1sโ3min at 24 fps, in 480p or 768p
โข ๐๐ผ๐ป๐๐ฟ๐ผ๐น: Voice delivery, scene motion, seed, and prompt upsampling
One image, two ways to bring it to life. Use your own audio or generate speech directly from text.
Available via our inference partners @replicate, @eachlabs, @Cloudflare, @scenario_gg, @wavespeed_ai, @WiroAI, Sociaro, @TellersAI, and @togethercompute.
๐ Model docs: docs.api.pruna.ai/guides/modโฆ
๐งฉ Try the model through the API or Playground: dashboard.pruna.ai/login
Bertrand Charpentier retweeted
ceo: how much did that 60 second avatar video cost
me: $1.20
ceo: per second??
me: for the whole video
list price. $0.60 during the 2 week launch window
๐ค Paid partnership
Introducing P-Video-2-Pro-Avatar, based on @MiniMax_AI H3 !
Turn a single portrait into a realistic talking video with natural expressions and accurate lip sync.
And for launch, it's 50% off for the first two weeks, until November 5 at 18:00 CET!
โข ๐ฃ๐ฟ๐ถ๐ฐ๐ถ๐ป๐ด: $0.02/s at 480p ยท $0.04/s at 768p
โข ๐ฆ๐ฝ๐ฒ๐ฒ๐ฑ: ~0.97 s at 480p ยท ~2.2 s at 768p per second of output video
โข ๐๐ป๐ฝ๐๐: One portrait with a text script or uploaded audio
โข ๐ฉ๐ผ๐ถ๐ฐ๐ฒ๐: 30 voices across 10 languages
โข ๐๐๐ฟ๐ฎ๐๐ถ๐ผ๐ป: 1sโ3min at 24 fps, in 480p or 768p
โข ๐๐ผ๐ป๐๐ฟ๐ผ๐น: Voice delivery, scene motion, seed, and prompt upsampling
One image, two ways to bring it to life. Use your own audio or generate speech directly from text.
Available via our inference partners @replicate, @eachlabs, @Cloudflare, @scenario_gg, @wavespeed_ai, @WiroAI, Sociaro, @TellersAI, and @togethercompute.
๐ Model docs: docs.api.pruna.ai/guides/modโฆ
๐งฉ Try the model through the API or Playground: dashboard.pruna.ai/login
Bertrand Charpentier retweeted
el ceo de anthropic viendo que ahora puedes subir tu propio audio y que el avatar lo siga exacto sin desincronizarse
Introducing P-Video-2-Pro-Avatar, based on @MiniMax_AI H3 !
Turn a single portrait into a realistic talking video with natural expressions and accurate lip sync.
And for launch, it's 50% off for the first two weeks, until November 5 at 18:00 CET!
โข ๐ฃ๐ฟ๐ถ๐ฐ๐ถ๐ป๐ด: $0.02/s at 480p ยท $0.04/s at 768p
โข ๐ฆ๐ฝ๐ฒ๐ฒ๐ฑ: ~0.97 s at 480p ยท ~2.2 s at 768p per second of output video
โข ๐๐ป๐ฝ๐๐: One portrait with a text script or uploaded audio
โข ๐ฉ๐ผ๐ถ๐ฐ๐ฒ๐: 30 voices across 10 languages
โข ๐๐๐ฟ๐ฎ๐๐ถ๐ผ๐ป: 1sโ3min at 24 fps, in 480p or 768p
โข ๐๐ผ๐ป๐๐ฟ๐ผ๐น: Voice delivery, scene motion, seed, and prompt upsampling
One image, two ways to bring it to life. Use your own audio or generate speech directly from text.
Available via our inference partners @replicate, @eachlabs, @Cloudflare, @scenario_gg, @wavespeed_ai, @WiroAI, Sociaro, @TellersAI, and @togethercompute.
๐ Model docs: docs.api.pruna.ai/guides/modโฆ
๐งฉ Try the model through the API or Playground: dashboard.pruna.ai/login
Bertrand Charpentier retweeted
I can't believe what they say on this talk show ๐
By P-Video-2-Pro-Avatar
Introducing P-Video-2-Pro-Avatar, based on @MiniMax_AI H3 !
Turn a single portrait into a realistic talking video with natural expressions and accurate lip sync.
And for launch, it's 50% off for the first two weeks, until November 5 at 18:00 CET!
โข ๐ฃ๐ฟ๐ถ๐ฐ๐ถ๐ป๐ด: $0.02/s at 480p ยท $0.04/s at 768p
โข ๐ฆ๐ฝ๐ฒ๐ฒ๐ฑ: ~0.97 s at 480p ยท ~2.2 s at 768p per second of output video
โข ๐๐ป๐ฝ๐๐: One portrait with a text script or uploaded audio
โข ๐ฉ๐ผ๐ถ๐ฐ๐ฒ๐: 30 voices across 10 languages
โข ๐๐๐ฟ๐ฎ๐๐ถ๐ผ๐ป: 1sโ3min at 24 fps, in 480p or 768p
โข ๐๐ผ๐ป๐๐ฟ๐ผ๐น: Voice delivery, scene motion, seed, and prompt upsampling
One image, two ways to bring it to life. Use your own audio or generate speech directly from text.
Available via our inference partners @replicate, @eachlabs, @Cloudflare, @scenario_gg, @wavespeed_ai, @WiroAI, Sociaro, @TellersAI, and @togethercompute.
๐ Model docs: docs.api.pruna.ai/guides/modโฆ
๐งฉ Try the model through the API or Playground: dashboard.pruna.ai/login
Bertrand Charpentier retweeted
One image. Two ways to bring it to life.
P-Video-2-Pro-Avatar is here!
Powered by MiniMax H3, delivering realistic expressions, natural motion, and accurate lip-sync from a single portrait.
Your image. Your voice. Your story.
This is where AI avatars get REAL.
@PrunaAI
๐ค Made with AI
Introducing P-Video-2-Pro-Avatar, based on @MiniMax_AI H3 !
Turn a single portrait into a realistic talking video with natural expressions and accurate lip sync.
And for launch, it's 50% off for the first two weeks, until November 5 at 18:00 CET!
โข ๐ฃ๐ฟ๐ถ๐ฐ๐ถ๐ป๐ด: $0.02/s at 480p ยท $0.04/s at 768p
โข ๐ฆ๐ฝ๐ฒ๐ฒ๐ฑ: ~0.97 s at 480p ยท ~2.2 s at 768p per second of output video
โข ๐๐ป๐ฝ๐๐: One portrait with a text script or uploaded audio
โข ๐ฉ๐ผ๐ถ๐ฐ๐ฒ๐: 30 voices across 10 languages
โข ๐๐๐ฟ๐ฎ๐๐ถ๐ผ๐ป: 1sโ3min at 24 fps, in 480p or 768p
โข ๐๐ผ๐ป๐๐ฟ๐ผ๐น: Voice delivery, scene motion, seed, and prompt upsampling
One image, two ways to bring it to life. Use your own audio or generate speech directly from text.
Available via our inference partners @replicate, @eachlabs, @Cloudflare, @scenario_gg, @wavespeed_ai, @WiroAI, Sociaro, @TellersAI, and @togethercompute.
๐ Model docs: docs.api.pruna.ai/guides/modโฆ
๐งฉ Try the model through the API or Playground: dashboard.pruna.ai/login
Bertrand Charpentier retweeted
P-Video-2-Pro-Avatar is live ๐
Introducing P-Video-2-Pro-Avatar, based on @MiniMax_AI H3 !
Turn a single portrait into a realistic talking video with natural expressions and accurate lip sync.
And for launch, it's 50% off for the first two weeks, until November 5 at 18:00 CET!
โข ๐ฃ๐ฟ๐ถ๐ฐ๐ถ๐ป๐ด: $0.02/s at 480p ยท $0.04/s at 768p
โข ๐ฆ๐ฝ๐ฒ๐ฒ๐ฑ: ~0.97 s at 480p ยท ~2.2 s at 768p per second of output video
โข ๐๐ป๐ฝ๐๐: One portrait with a text script or uploaded audio
โข ๐ฉ๐ผ๐ถ๐ฐ๐ฒ๐: 30 voices across 10 languages
โข ๐๐๐ฟ๐ฎ๐๐ถ๐ผ๐ป: 1sโ3min at 24 fps, in 480p or 768p
โข ๐๐ผ๐ป๐๐ฟ๐ผ๐น: Voice delivery, scene motion, seed, and prompt upsampling
One image, two ways to bring it to life. Use your own audio or generate speech directly from text.
Available via our inference partners @replicate, @eachlabs, @Cloudflare, @scenario_gg, @wavespeed_ai, @WiroAI, Sociaro, @TellersAI, and @togethercompute.
๐ Model docs: docs.api.pruna.ai/guides/modโฆ
๐งฉ Try the model through the API or Playground: dashboard.pruna.ai/login