The Best Cortex Alternatives in 2026

MLOps framework to package, deploy, monitor and manage thousands of production machine learning models.

CoreWeave presents cloud infrastructure for AI and machine learning, with deployment and scaling for production models.

Espresso AI uses machine learning to optimize Snowflake and Databricks data warehouses and reduce query and infrastructure costs.

Kubeflow provides a machine learning toolkit for deploying workflows on Kubernetes.

Infer.NET runs Bayesian inference in graphical models for a range of machine learning problems.

Build machine learning applications with Delta, an open-source framework implemented in Rust.

Caffe provides an open framework for building and running deep learning models.

Catniff provides JavaScript developers with a Torch-like deep learning framework.

Deep learning in Rust, with shape checked tensors and neural networks.

The cONNXr project provides a pure C runtime for ONNX models intended for embedded devices.

ClearML provides AI infrastructure for managing GPU clusters, machine learning workflows, and model deployment.

Tensors and Dynamic neural networks in Python with strong GPU acceleration.

DigitalOcean offers cloud infrastructure for AI agents, inference, and production AI products.

Baseten provides an inference platform for serving and scaling open-source and custom AI models in production.

RunComfy launches ComfyUI workflows in the cloud and offers GPU access and production API deployment.

Replicate provides a cloud API for running and fine-tuning open machine learning models and deploying custom models.

Prime Intellect provides compute, training, inference, and sandbox tools for training and deploying machine learning models.

Groq provides cloud infrastructure and developer APIs for running AI model inference.

Cerebrium provides serverless GPU infrastructure for deploying voice agents, video models, language models, and other AI workloads.

Hopsworks provides a feature store and MLOps platform for building and operating production machine learning systems.

LLM Gateway routes, manages, and analyzes requests across more than 40 language-model providers through one API.

EigenCloud offers verifiable cloud infrastructure for building apps and AI agents, with a focus on trusted and accountable agent tasks.

Hyperbrowser provides cloud browser infrastructure for AI agents and applications.

NVIDIA offers enterprise AI infrastructure, software, and models for business applications.