H6.ai uses Lakebase Postgres branches to test accounts-payable automation

H6.ai automates accounts payable on top of customers' existing ERP systems, and gives each customer a dedicated Lakebase Postgres database as its system of record. Because invoice data keeps changing, the team uses Lakebase copy-on-write branches to freeze snapshots of customer databases and runs each regression test on its own short-lived branch, so the live database is never written to during testing. Each test run is judged by deterministic assertions plus a panel of AI judges drawn from different model providers. The setup is described in a Databricks blog post about how H6.ai builds its financial automation.

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