# NeuralMesh for Media and Entertainment: Built for Every Frame, Render, and Stage of Production

For media and entertainment, NeuralMesh is built for every frame and render, with petabyte-scale concurrency, 8K and 16K streams, and no extra data copies.

**Type:** Solution Brief

## Key Benefits of NeuralMesh in Media & Entertainment

**Support Ultra-Resolution Playback Across Teams**.

- Prevent dropped frames.
- Handle 8K and 16K streams.
- Maintain peak load IOPS.

**Remove Data Copy Requirements**.

- Ingest directly to compute.
- Use POSIX, NFS, SMB, or S3.
- Sync global creator workflows.

**Scale Concurrent Clients and Creative Teams**.

- Burst on demand for renders.
- Grow capacity on the fly.
- Connect Linux, Mac, Windows.

**Unify Cloud, On-Prem, and Hybrid Access**.

- Deploy anywhere, any region.
- Standardize global outputs.
- Move data without lock-in.

**Enable Concurrent Access**.

- Feed thousands of render nodes simultaneously.
- Remove access limitations.
- Serve hundreds of creators.

**Maximize GPU Utilization**.

- Boost GPU utilization from 30% to greater than 90%.
- Keep compute fully saturated.
- Cut idle GPU time and waste.

**Reduce Cloud Storage Costs**.

- Scale seamlessly without overprovisioning.
- Cut cloud costs up to 75%.
- Tier hot data automatically.

**Accelerate AI Training Runs**.

- Stream data to every GPU node in the cluster.
- Cut startup time up to 40x.
- Trim training runs up to 20x.

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## Media & Entertainment Use Cases

**Generative AI**.  
NeuralMesh removes the I/O gap between compute and storage via kernel and DRAM bypass, enabling faster multimodal training and inference at scale.

**High-Quality Post-Production**.  
NeuralMesh handles high volumes of small files and concurrent CPU and GPU access, removing proxy workflows and pre-fetch requirements.

**Color Correction & Visual Effects (VFX) Rendering**.  
NeuralMesh delivers ultra-low latency playback and high IOPS for uncompressed 4K, 8K, and 16K without dropped frames.

**Immersive Live Entertainment**.  
NeuralMesh streams petabytes of data in real time, powering 16,000+ video and 36,000+ audio live channels at scale.

[Download PDF](/api/resource-pdf?slug=weka-for-media-and-entertainment)