Amazon Personalize Alternatives (January 2026)

Amazon Comprehend is a natural-language processing (NLP) service that uses machine learning (ML) to uncover information in unstructured data and text within documents.

Amazon Rekognition automates image recognition and video analysis for your applications without machine learning (ML) experience.

Real-time personalization engine that uses machine learning and behavioral targeting to deliver dynamic cross-channel experiences that engage and convert.

Build, train, and deploy machine learning (ML) models for any use case with fully managed infrastructure, tools, and workflows.

Amazon DevOps Guru is a machine learning service designed to detect abnormal operating patterns so you can identify issues before they impact your customers.

Recommender as a Service with an intuitive RESTful API & SDKs tailored by data scientists.

Learn about AWS Inferentia an ML chip presented by AWS.

LiftIgniter is a machine learning platform that personalizes content and product recommendations in real-time to optimize conversions and provide a better customer experience for your website.

AWS Compute Optimizer recommends more efficient AWS compute resources for your workloads to reduce costs and improve performance.