Alternatives to Amazon SageMaker
10 enterprise-ready ml platforms tools comparable to Amazon SageMaker, ranked by Xither's Enterprise Readiness score (compliance, deployment options, integration surface, and operational track record).
How the top alternatives to Amazon SageMaker compare
| Tool | Readiness | Pricing | Compliance | Deployment | Founded |
|---|---|---|---|---|---|
| Amazon SageMaker (baseline) | 53 / 100 · Established | Paid | None listed | Cloud | 1994 |
| Databricks | 67 / 100 · Strong | Enterprise | None listed | Cloud, Hybrid | 2013 |
| Hugging Face Enterprise | Not scored | Freemium | None listed | Cloud, Self-Hosted | 2016 |
| Google Vertex AI | Not scored | Paid | None listed | Cloud | 1998 |
| Scale AI | Not scored | Enterprise | None listed | Cloud, On-Premise | 2016 |
| dbt Labs | 60 / 100 · Established | Freemium | None listed | Cloud, Self-Hosted | 2016 |
| Arize AI | Not scored | Freemium | None listed | Cloud, Self-Hosted | 2020 |
Databricks — scores 67 on Enterprise Readiness against Amazon SageMaker's 53, is priced enterprise where Amazon SageMaker is paid, and offers hybrid deployment.
Hugging Face Enterprise — is priced freemium where Amazon SageMaker is paid, and offers self-hosted deployment.
Google Vertex AI — documents 5 integrations, and covers model training, automl, mlops.
Scale AI — is priced enterprise where Amazon SageMaker is paid, and offers on-premise deployment.
dbt Labs — scores 60 on Enterprise Readiness against Amazon SageMaker's 53, is priced freemium where Amazon SageMaker is paid, and offers self-hosted deployment.
Arize AI — is priced freemium where Amazon SageMaker is paid, and offers self-hosted deployment.
All Amazon SageMaker alternatives
Databricks
www.databricks.com/
Lakebase is a serverless Postgres database for applications that scale, designed for AI, apps, and agents.
Hugging Face Enterprise
huggingface.co/enterprise
The AI community platform for enterprise model deployment
Google Vertex AI
cloud.google.com/vertex-ai
Unified ML platform for building and deploying AI on Google Cloud
Scale AI
scale.com
The AI infrastructure company for enterprise data and RLHF
dbt Labs
www.getdbt.com/
dbt provides a data transformation framework for building data pipelines with SQL, supporting data modeling and lineage.
Arize AI
arize.com
ML observability and LLM evaluation platform
LangSmith
smith.langchain.com
Observability and evaluation platform for LLM applications
Weaviate
weaviate.io
Open-source vector database with built-in AI modules
Firecrawl
www.firecrawl.dev/
An API to search, scrape, and interact with web content for AI agents and applications.
Pinecone
www.pinecone.io/
Pinecone is a fully managed vector database built for AI, providing a knowledge platform for AI agents with fast, accurate retrieval.