Data Licensing Alliance vs Data Marketplace

Data Licensing Alliance is a marketplace for licensing STEM datasets for artificial intelligence and machine-learning work. Buyers search available data, while prediction technology suggests additional or alternative datasets. A buyer can license an entire dataset or a subset such as figures, paragraphs, or images, then set intended use, users, and duration in a clickwrap license. Data owners set prices, rights, permissions, and contractual limits. Delivery may use an API key, FTP transfer, or another owner-selected method. The marketplace offers machine-readable formats and standards; DLA’s consulting service lists JSON, FHIR, FSIR, and JATS conversions. Owners receive reporting on licensees, searches, views, licenses, and transactions. DLA states that owners retain raw-data ownership while buyers own derivative datasets or knowledge graphs. Sellers pay $100, capped at $1,000, plus transaction fees.

Data Marketplace is a service for finding, evaluating, buying, and selling machine-ready datasets. Analysts can use its dashboard, while AI agents can use an API, REST endpoints, a hosted MCP server, or an OpenAPI specification to discover, query, and purchase data. Each dataset listing includes a machine-readable schema, data dictionary, and automated PII detection report. Buyers can preview 50 rows and filter by format, license, recency, and quality score. Uploads are scored for completeness, freshness, and consistency; after payment clears, purchased datasets can be downloaded as CSV, Parquet, or JSON. Buyers can post data requests with a reward, and providers can compete to fulfill them; payment is due only if the result meets the stated specification. Datasets are scanned for personal information before publication, but uploaders are responsible for having a lawful basis to share personal data. The terms call the service an early-access beta, with features that may change or be removed and no guarantee that data will be retained. The free plan costs nothing; Starter costs $19 a month.