We believe data preparation should take minutes, not months.

Every organization should be able to leverage AI without getting stuck on data preparation. Squish was born from experiencing this pain firsthand at scale, watching engineering teams spend months just trying to understand their own data.

Squish automatically discovers hidden database relationships using foreign key extraction, naming convention analysis, and statistical methods. What used to take weeks of manual mapping now happens in minutes.

Security is built in from the start: AES-256 encryption for stored credentials, role-based access control, and read-only database access. Squish only reads schema metadata and never touches your actual row data.