Amazon Personalize Alternatives (January 2026)

Amazon Personalize is an ML service that helps developers quickly build and deploy a custom recommendation engine with real-time personalization and user segmentation.

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1.
Natural Language Processing Service - Amazon Comprehend - AWS
https://aws.amazo
.com/comprehend/

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

2.
Image Recognition Software, ML Image & Video Analysis - Amazon Rekognition - AWS
https://aws.amazo
.com/rekognition/

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

3.
Website Personalization | Product & Content recommendations
http://www.personyz
.com/

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

4.
Machine Learning Service - Amazon SageMaker - AWS
https://aws.amazo
.com/sagemaker/

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

5.
Machine Learning Devops - Amazon DevOps Guru - AWS
https://aws.amazo
.com/devops-guru/

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

8.
Website Recommendations, Personalized | LiftIgniter
https://www.liftignite
.com/

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.

9.
Workload Rightsizing - AWS Compute Optimizer - AWS
https://aws.amazo
.com/compute-optimizer/

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