DatologyAI

Datology is an AI data-curation company that helps model builders improve training data so they can train better models with less compute. Describing itself as a “data refinery,” the company works with enterprise data, open public web data, and data from licensed partners and providers. Its platform runs on customers’ data, does not sell data or source tokens, and is deployed in customers’ private clouds.

Datology’s four-stage pipeline cleans data by removing poor formatting, empty or short material, and evaluation contamination; calibrates datasets to a customer’s quality standards, tasks, and taxonomy; creates synthetic data to increase task relevance and diversity; and composes sources into staged training datasets. These curated datasets support mid-training open models and pre-training custom foundation models.

The company presents data quality as a way to get more value from available training compute, helping organizations improve model performance while managing costs. Datology also publishes research and case studies and works with teams building domain-specific and open-weight models.