Prisma vs rawquery

Prisma Is Building the Stack for the Next Million Products

Prisma is building a software factory: one environment where a builder describes what they want and an agent builds it, runs it, inspects it, fixes it, and keeps going. Prisma ORM, Prisma Postgres, and Prisma Compute, connected into one loop.

Atomicity fix for Formbricks AI demo

An open-source contributor found a bug in Formbricks' AI example-response generator where a mid-batch failure left partially committed synthetic survey data, preventing retries. The author reproduced the failure deterministically, implemented a transactional patch using Prisma transactions and a PostgreSQL FOR NO KEY UPDATE lock, and added tests to ensure generated batches either fully commit or fully roll back for the tested failure modes. The model call remains outside the transaction; state is revalidated and a narrow persistence context is used before committing. The upstream issue remained open and the proposed fix lives in the author's fork as of 2026-08-21.

• Formbricks is an open-source experience-management platform that can generate example survey responses for demo purposes.
• A bug allowed partial database commits during example-response generation: some Responses, Displays and Tag links could persist even when the overall operation failed.
• The author reproduced the failure deterministically and implemented a patch that uses a single Prisma transaction, acquires a PostgreSQL FOR NO KEY UPDATE lock, revalidates state, and persists the entire synthetic batch through the same transaction client.

Single-Provider Auth for White-Label SaaS

A developer building VoiceDash, a white-label platform for agencies reselling AI voice agents, describes solving multi-tenant authentication by using one auth provider with a small discriminator field (`type` = "agency" or "client"). The approach bakes the discriminator into JWT sessions, enforces access via a single Next.js middleware gate, and avoids duplicating auth logic. The author also documents an edge-runtime gotcha: edge middleware cannot import Node-only libraries like bcrypt or Prisma, so the solution is to split configuration into an edge-safe auth.config.ts and a server-only auth.ts that includes database-dependent providers.

• VoiceDash is a white-label platform where agencies resell AI voice agents to their clients under their own brand.
• The author implemented a single CredentialsProvider with a discriminator `type` field ("agency" or "client") to serve two distinct user classes from one auth system.
• The discriminator is written into JWT sessions (token) and read on every request so tenant boundaries are enforced from the signed token, not client-supplied data.