Accelerated Machine Learning Deployment

Deploy accelerated ML models everywhere

Boost your performance while slashing your deployment costs, speed up time to market and minimize your application's lag to deliver a better user experience.

Choice. Automation. Performance.

Machine Learning Deployment Platform

Pick your ML framework and hardware target, we'll do the rest. Automate your deployment, with our automatic optimizations and visual benchmarking. Our platform accelerates your model to get the best performance.

OctoML customers and Partners

Performance Acceleration

Speed up your model's predictions automatically with state of the art optimization techniques including: quantization, operator fusion, constant-folding, static memory planning pass, and data layout transformations.

Comprehensive Benchmarking

Make informed decisions on where to deploy your model with our visual Benchmark UI. Compare accelerated model performance across CPUs, GPUs, APUs and across hardware providers and clouds.

Portable Packaging

Deploy anywhere: clouds/servers, edge/IoT, client/PC, mobile. Production-ready packaging optimized for any of your hardware targets.

Deploy trained models to production in hours

Future-proofed

Built on open-source framework Apache TVM, OctoML offers immediate access to the most current and innovative optimization techniques.

Broad interoperability

Built for engineers, OctoML can optimize inference for specific hardware targets.

Deployment ready

OctoML is pre-configured to run effectively out-of-the-box so you can deploy to production with a couple of lines of code.

Our blog

Read more about our ML science at work

Apr 6, 2022

Beware the Tensor From Hell: How to Avert the Combinatorial Complexity Explosion in ML Engineering

In an earlier era, deploying ML systems was not exactly easy, but at least the problem was contained. Engineers could focus on a few important models, all of which built on similar libraries and tools. That era of uniformity is gone.

Feb 2, 2022

OctoML helps Woven Planet run ML inference for the next generation of smart technologies

OctoML is helping Woven Planet use Apache TVM as a core component of the Arene AI Platform to accelerate ML inference and simplify deployment across various targets.