Provably is a platform and middleware solution that enables verifiable analytics on private data. Organizations can deploy it individually or as part of a network of data owners.

Hosting: Provably V1 is currently in alpha and hosted by the Provably team. With Provably V2, we will open-source the middleware, allowing data owners to operate it locally.

Provably Middleware V1: Includes cryptographic protocols, a prover, and a verifier (see the next section for a detailed architecture). It enables integration with one or more databases owned by a data owner. A single data owner can manage multiple middleware instances for their distributed private databases.

Provably Platform: Hosted by Provably, it provides comprehensive tools for managing middleware, data, APIs, and LLM integration. The platform also supports the formation of a Verifiable Analytics Network, enabling data owners to invite insight seekers to analyze their data while ensuring complete data privacy.

Accessibility: Provably is accessible through the Provably platform’s UI/UX as well as via APIs.

SQL Support: Supports SQL aggregate queries and natural language-to-SQL queries via APIs.

LLM Support: Provably includes a pre-trained Llama model optimized for SQL queries supported by the middleware. Alternatively, users can integrate their own LLM for SQL query execution.