If you want a single platform to run big experiments, apply machine learning predictions and incorporate customer feedback from surveys, Conductrics is a good option. This integrated customer experience platform combines A/B and multivariate testing, machine learning and survey data to give you a unified view of customer behavior and sentiment. It lets you optimize for long-term growth by tying customer satisfaction to revenue growth. Features include a WYSIWYG interface or custom code testing, machine learning predictions, integrated surveys for immediate feedback, and flexible hosting options.
Another powerful option is Dataloop, an AI development platform that speeds up application development with its abilities in data curation, model management, pipeline orchestration and human feedback integration. It can handle a wide variety of unstructured data and has strong security controls that meet major standards. Dataloop can help you speed up your experimentation and machine learning work with automated preprocessing, embeddings for similarity detection, and a marketplace for prebuilt models and pipelines.
For a more focused feature management and experimentation approach, Statsig offers a full-stack platform to speed up experimentation velocity and optimize AI applications. It includes products like Experiments, Feature Flags, Analytics and Session Replays, giving you a broad toolset to control features and understand user behavior. Statsig spans all phases of experimentation, from controlling feature flags to getting insights for data-driven decisions.
Last, MLflow is an open-source MLOps platform that simplifies the development and deployment of machine learning and generative AI applications. It offers a unified environment for managing the entire lifecycle of ML projects, including experiment tracking, model management and generative AI support. MLflow supports popular machine learning libraries and offers a wealth of learning resources, making it a useful tool to improve collaboration and efficiency in ML workflows.