Crunch Engine
A secure, open-source ML orchestration layer that runs in your cloud with full ML workflow control and seamless Crunch ecosystem integration.
Target Audience
- Enterprises with in-house ML teams
- Consultants delivering ML solutions
- Developers building secure pipelines in enterprise environments
Companies want to combine in-house models with external intelligence, but lack a framework that is both secure and extensible. Running workflows outside their environment raises compliance, data governance, and IP protection concerns.
Consultants want to service companies, but don’t have the means to build out a full scale ML orchestration pipeline and lack specialised models to service customers needs
Core Benefits
- Deploy in your own cloud for maximum control and compliance
- Reuse and standardize data streams via a canonical graph
- Leverage Crunch ecosystem models securely through TEEs
- Seamlessly integrate your in-house models with external models
- Extend with custom modules via open-source, BSL-licensed code
Key Features
- Ontology — Standardizes and reuses input streams within your cloud workflows.
- Privacy Preserving (TEEs & MPC) — Run encrypted third-party models outside or within your cloud infrastructure. We ship with TEEs and MPC to keep the models and data private.
- Model Composition — Ensemble, chain, and integrate Crunch ecosystem models with your own.
- Workflow Management — Define and automate any type of ML workflow, from simple chains to complex orchestration.
- Open Source + BSL — Extend and adapt the engine while maintaining enterprise-grade protections.
10,000+
ML engineers in
the network
150+
Median delivered models
per competition
>3
Competitions are resolved
and paid out within 3 days
Deploy the Crunch Engine in your cloud and take control of your ML workflows and embed ready made models into your ML pipelines
Products
Our product line and see how our innovative technology is driving success and empowering creators in the real world
Mid+One Engine
Ultra-low-latency predictions and computations built for financial and real-time applications.
Crunch Hub
Launch and showcase ML competitions effortlessly, connecting with our global network of 10,000+ machine learning engineers.
Coordinator Nodes
Harness Crunch network’s intelligence through competitions under your rules while retaining full data control.
Crunch Engine
A secure, open-source ML orchestration layer that runs in your cloud with full ML workflow control and seamless Crunch ecosystem integration.
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