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Best Alternatives to Neural Magic

Discover top-rated mlops platforms tools ranked by objective feature maturity scores, not reviews.

Palantir Foundry

Palantir Foundry is an integrated operating system that streamlines the end-to-end machine learning lifecycle by connecting data integration, model development, and operational deployment. It enables organizations to build, deploy, and manage scalable AI models while ensuring full lineage and governance across the production environment.

FreemiumFree TrialContact Sales / Quote OnlyFlat Rate
Score
3.58/ 4
2

Amazon SageMaker

Amazon SageMaker is a fully managed service that enables data scientists and developers to build, train, and deploy machine learning models quickly. It offers comprehensive MLOps tools to automate pipelines, monitor model performance, and standardize the ML lifecycle for scalable production environments.

A/B TestingApproval WorkflowsArtifact StorageAudit Logging
Score
3.47/ 4
3

Iguazio

The Iguazio MLOps Platform enables enterprises to develop, deploy, and manage AI applications at scale with end-to-end automation and real-time performance.

Free TrialOpen SourceContact Sales / Quote OnlyUsage-Based
Score
3.45/ 4
4

Google Cloud Vertex AI

Google Cloud Vertex AI is a unified machine learning platform that enables data scientists and engineers to build, deploy, and scale ML models faster. It provides comprehensive MLOps tools to automate workflows, manage infrastructure, and ensure model reliability in production.

Airflow IntegrationArtifact StorageAudit LoggingAuto-Scaling
Score
3.44/ 4
5

Databricks

Databricks is a unified data and AI platform that streamlines the machine learning lifecycle with managed MLflow, enabling teams to build, train, deploy, and monitor models at scale.

Airflow IntegrationArtifact StorageAudit LoggingAuto-Scaling
Score
3.43/ 4
6

DataRobot

DataRobot is a unified AI platform that automates the end-to-end machine learning lifecycle, enabling organizations to build, deploy, and manage models at scale with built-in governance and monitoring.

Approval WorkflowsAudit LoggingAutomated RetrainingAutoML Capabilities
Score
3.40/ 4
7

C3 AI

C3 AI offers a comprehensive enterprise AI platform that enables organizations to design, develop, deploy, and operate machine learning applications at scale. The solution streamlines the entire ML lifecycle, providing tools for model management, monitoring, and governance to ensure reliable production operations.

Free TrialPublic PricingHybridFlat Rate
Score
3.37/ 4
8

SAS Viya

SAS Viya is a cloud-native AI, analytic, and data management platform that streamlines the entire machine learning lifecycle from data preparation to model deployment and monitoring. It enables organizations to operationalize analytics at scale with robust governance and automation capabilities.

Free TrialHybridPer User / Per SeatFlat Rate
Score
3.37/ 4
9

Dataiku

Dataiku is a unified platform that democratizes data science and AI, offering tools for the entire machine learning lifecycle from data preparation to MLOps deployment and governance.

Approval WorkflowsAutomated RetrainingAutoML CapabilitiesBatch Inference
Score
3.33/ 4
10

Azure Machine Learning

Azure Machine Learning is an enterprise-grade service that empowers data scientists and developers to build, deploy, and manage high-quality models faster and with confidence. It streamlines the entire MLOps lifecycle through automated workflows, robust model management, and scalable infrastructure.

Audit LoggingAuto-ScalingAutomated RetrainingAutoML Capabilities
Score
3.32/ 4