Faster Storage for Breakthrough Research and Scientific Discovery

Enable drug pioneering, genomic sequencing, microscopy, and medical breakthroughs in healthcare and life sciences

Deployed across pharma, genomics, and clinical research

USE CASES

Your Entire Research Pipeline Runs on NeuralMesh

Genomics, cryo-EM, imaging, and drug discovery share a constraint: billions of small files with unpredictable access patterns. WEKA® NeuralMesh™ handles them in a single namespace with distributed metadata, so no workload waits on another.

A smiling scientist looks at a computer screen displaying a 3D molecular structure in a lab.

Pharmaceutical Research & Drug Discovery

Ten of the top 12 pharmaceutical research organizations run NeuralMesh in place of legacy infrastructure, accelerating AI model training across screening and structure prediction.

Digital DNA helix composed of data and graphs in a laboratory.

Genomics

Access petabytes of genomic data in a single storage environment. Genomics England processes 5 million genomes without splitting data across six separate systems.

A researcher works at six computer monitors displaying molecular structures and code in a lab setting.

Biomedical Research & Bioinformatics

Bypass local SSD bottlenecks and move I/O directly to your GPU servers through automated tiering, so complex bioinformatics jobs stop queueing behind data staging.

A person in blue gloves operates a digital microscope displaying brightly colored fluorescent cells on a monitor.

Microscopy & Imaging Sciences

High-performance SMB and S3 move data off imaging scopes fast, then process it over a POSIX-compliant filesystem with no data copying in between.

A masked medical professional points at a computer screen displaying an AI analysis of a brain scan with suspicious regions highlighted.

AI Precision Health Imaging

As AI imaging workloads grow in scale and complexity, NeuralMesh eliminates the storage bottleneck that leaves your GPU clusters idle between training runs.

A laptop screen displaying a rainbow-colored 3D protein model predicted by AlphaFold 3.

Small Molecule Science & Protein Folding

Get the high-throughput, low-latency infrastructure emerging AI/ML techniques need to rapidly train and run ML pipelines at discovery scale with NeuralMesh.

Scientists working in a modern Cryo-EM lab with a large microscope and computers.

Cryo-EM Labs

Access a single namespace with smart tiering between flash and object storage that keeps every micrograph ready for analysis without manual staging.

What HCLS teams measured after NeuralMesh

Results from genomics institutes, medical research foundations, and AI safety labs running production research workloads.

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Acceleration in drug discovery research
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Decrease in total infrastructure cost
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Drop in cloud storage costs
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Speed improvement in large file access

WHY WEKA

Faster Discovery from the GPUs You Already Own

Research budgets run thin and GPU clusters sit idle waiting on storage. Buying more compute doesn't fix a data problem.

A gloved hand holds a test tube in a blue-lit science lab with a microscope and digital screens.

Expedite AI Model Training Times
Break down the memory-to-storage bottleneck with faster file access and higher IOPS to reduce your training times by up to 20x with NeuralMesh.

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Expedite AI Model Training Times
Break down the memory-to-storage bottleneck with faster file access and higher IOPS to reduce your training times by up to 20x with NeuralMesh.
Maximize ROI from Existing GPUs and CPUs
Push GPU utilization from roughly 30% to over 90% and gain 2 to 3x throughput on the infrastructure you already own, improving your cost per computation.
Streamline Multi-Protocol Operations
Eliminate redundant data copies after acquisition and reduce end-to-end pipeline latency by up to 10x with NeuralMesh™ Axon™.

Handle Billions of Small Files Efficiently
Scale to billions of files in a single namespace and trillions cluster-wide, accelerating access without sacrificing performance.
Optimize Data Management with Zero Tuning
Ingest, analyze, and offload petabytes of raw files without manual tuning or added administrative burden on your research IT team.
Support On-Premises, Cloud, and Hybrid Pipelines
Simplify research operations with seamless cloud bursting and flexible on-premises access that protects your investment as hardware stacks evolve.

Condense Your Infrastructure Footprint
Achieve linear multi-petabyte scaling in minimal rack space. DCAI reached 4.6x better performance density with 68% less power consumption.
Deploy Across Highly Regulated Environments
Retain data for regulatory compliance across decades with encrypted access and storage layers optimized for long-term cost efficiency.
Automate Tiering to Cut Operational Complexity
Move data between NVMe and object storage in one transparent namespace, with no third-party data movers to license, integrate, or maintain.

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