About This Constellation ShortList™

Data science and machine learning (ML) help companies go beyond descriptive and diagnostic analytics to predict future outcomes, opportunities and risks. Predictive analysis helps identify best customers, optimize upsell and cross-sell offers, understand financial risks, choose new products and anticipate equipment failures. Machine learning techniques are used to power personalization, optimization, recommendations, image recognition and language translation. 

This category refers to products that make it possible for analysts and data-savvy business users, as well as data scientists, to perform advanced analytic analyses including ML. The category is important for any organization that wants to take advantage of potentially powerful, forward-looking predictive analyses.

DataRobot has been added to the 2023 shortlist on the strength of its launch of a Dedicated Managed AI Cloud and the 9.0 release of the DataRobot AI Platform, which makes single-tenant SaaS available on AWS, Google Cloud, and Microsoft Azure.

Threshold Criteria

Constellation considers the following criteria for these solutions:

  • Built-in or integrated self-service data-prep capabilities
  • Intuitive graphical user interfaces
  • Breadth of analysis tools, algorithms and advanced analytics and ML libraries
  • Streamlined analysis workflows and automated modeling capabilities
  • Multi-cloud deployment, integration options for elastic, high-scale computation
  • Collaborative capabilities to ease model development and deployment               

The Constellation ShortList™

Constellation evaluates more than a dozen solutions categorized in this market. This Constellation ShortList is determined by client inquiries, partner conversations, customer references, vendor selection projects, market share and internal research.


Frequency of Evaluation

Each Constellation ShortList is updated at least once per year. Updates may occur after six months if deemed necessary.

Evaluation Services

Constellation clients can work with the analyst and the research team to conduct a more thorough discussion of this ShortList. Constellation can also provide guidance in vendor selection and contract negotiation.


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