Fastest inferencefor Diffusion andWorld Models.
Bring a prompt or a reference image. MachGen delivers lightning-fast inference for the world's best open image and video models. Get full-quality results in seconds - fast enough to iterate live. Built to power demanding, low-latency applications like real-time avatars, gaming, and personalized advertising.
Watch MachGen finish first, side by side with standard inference. *Illustrative only - timings are representative and no generation is performed.
The models you love, made faster.
MachGen accelerates the open models teams actually use for image and video. Same weights, same output, at a fraction of the latency and cost.
Wan 2.2
VideoLTX 2.3
Video · 1080pHiDream O1
Image
0.6sHiDream · text-to-imageGenerated on MachGen
These speedups are the visible layer. Underneath is the MachGen inference platform: optimized runtime, scheduling, and deployment choices built to scale every generation without scaling GPU spend.
Scale revenue,
not GPU costs.
Run the best models at full quality on a fraction of the GPU capacity. Scale your usage, not your infrastructure bill - and never let a GPU shortage dictate what you can ship.
1.55sFlux 2 Dev · text-to-imageSame fleet, more served
More generations per GPU, no new hardware.
Cost falls as you grow
Usage climbs without your bill climbing with it.
Previews in seconds
Batch jobs become responsive product moments.
Zero-downtime failover
Redundant pools absorb node failures silently.
Faster because of the stack, not the spend.
Faster inference, built from the kernel up.
Image and video models run faster on MachGen because we optimize the entire inference stack, from custom kernels and fused operators to memory management and scheduling, all tuned for the hardware they run on. The same model delivers the same output in a fraction of the time.
Our platform optimizes your model, so you don't have to.
You can safely host your models on MachGen, with the same fast inference magic, without having to worry about leaking your closed-source weights or your model recipes.
We are still actively working on our managed inference platform.
Get a head start if you want to be part of the early access program before others.