DemandTools vs. Lightly

DemandTools is the enterprise-grade data quality engine tens of thousands of Salesforce admins trust. Deduplicate across any object, standardize and import data at scale, and apply mass updates with governance-level control. With DemandTools, you manage your CRM data in minutes, not months, so you always have accurate, AI-ready data enabling everyone to do their job more effectively, efficiently, and profitably.

Lightly helps machine learning teams to build better models through better data. It allows companies to select the right data for model training by using active learning. Intelligently select the best samples for model training through advanced filtering and active-learning algorithms. Balance your class distributions, remove redundancies and dataset bias. Label only the best data for model training until you reach your target accuracy. Analyze the quality and diversity of your datasets.