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NeuralizeThe DevOps Platform for On-Device AI/ML

Neuralize streamlines the process of deploying on-device AI/ML in mobile and desktop apps. Our platform identifies appropriate optimizations across target devices, provides a device farm to avoid buying and maintaining them, and offers a web UI for evaluating benchmarks. It's like Weights & Biases for on-device AI/ML deployment.

2024-08-02
Active
Early
S24
3
B2B
Unspecified
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More About Neuralize

Neuralize - The On-Device AI Developer Platform

Streamlined Model Optimization Across End-User Devices

Key Features

  • Benchmark models on real devices that we maintain
  • Avoid spending time and money buying the latest devices and managing OS/SDK versions
  • Specify optimization techniques with a few clicks
  • Leverage the latest methods (quantization, palettization, pruning, etc.) across SDK/OS versions
  • Evaluate performance trade-offs with our visualization tools
  • Assess accuracy, inference speed, power consumption, and more through interactive charts and tables
  • Integrate your existing devices and benchmarking setup
  • Add benchmarks from your own devices by installing our software and importing our simple logging library

Use Cases

  • Optimizing AI/ML models for deployment on consumer devices
  • Benchmarking model performance across different hardware and software configurations
  • Visualizing performance trade-offs to make informed optimization decisions
  • Integrating with existing benchmarking setups for comprehensive performance analysis

Pricing

Contact us to request a demo and discuss pricing tailored to your specific needs and use cases.

Teams

Ciarán (CRO)

  • Expertise: Cross-platform model inference optimization on consumer device platforms (Apple, Qualcomm, Intel, etc.)
  • Experience: Building the world's first AI video codec at Deep Render and optimizing scientific simulations at ICHEC

Ivan (CTO)

  • Expertise: On-device AI model optimization and compression techniques (quantization, palettization, pruning, etc.)
  • Experience: Building the GenAI platform and pilot applications at Marshall Wace, Europe's leading hedge fund

Ismail (CEO)

  • Expertise: Performance testing and quality assurance of AI-first apps with local inference on consumer devices
  • Experience: Building applications for AR Glasses and VR headsets at Meta, and the world's first AI video codec at Deep Render

Get in touch to set up a meeting and explore how Neuralize can optimize your AI/ML models for on-device deployment.