Dreamlit AI turns natural language prompts into complete email workflows by connecting directly to your Postgres database. You describe what you want in plain English, and the AI agent builds the entire workflow without requiring API integration or custom code. The system reads your database schema, understands your data structure, and creates triggers, templates, and logic based on what you tell it to do.
The technical architecture works differently than most email tools. Instead of syncing data or building middleware, Dreamlit connects straight to your Postgres instance. It monitors database events in real time and fires workflows based on changes to specific tables or columns. When a new user signs up or an order status updates, the system detects that change and executes the corresponding email sequence immediately. This direct database connection eliminates the latency and complexity of API calls or webhook configurations.
The workflow builder handles both triggered and scheduled emails. Transactional messages fire based on database events. Broadcasts go out to segments you define through database queries. Recurring emails run on schedules you set. The system also manages authentication emails if you're using Supabase Auth, handling password resets and verification flows automatically.
Template creation happens through point and click editing with live database row previews. You can see exactly how your email will render with actual data from your tables before sending anything. Brand kits maintain consistent styling across all messages. The analytics layer combines your application data with email event data, so you can track opens and clicks alongside user behavior in your app.
Deliverability runs through AWS SES infrastructure. The free tier caps you at 100 emails per day and 3,000 notifications monthly, restricted to one project. That daily limit's a hard constraint for testing or very small applications. Pro bumps you to 30,000 emails monthly with no daily cap across 10 projects for 192 dollars yearly. Scale goes to 100,000 monthly emails with unlimited projects at 948 dollars annually. Enterprise offers custom volumes and dedicated IP pools.
The AI agent uses credits. Pro gets 250 monthly, Scale gets 500. These credits power the natural language workflow creation, though the system doesn't specify exactly how many credits each workflow generation consumes. That's a potential planning gap.
Integration coverage focuses on Postgres-compatible services. Supabase and Neon work natively. Tools like Lovable, Bolt, V0, Figma Make, and Replit connect only if they're running on Supabase or Postgres backends. Slack integration enables alerts. Railway and AWS round out the supported list.
The Postgres requirement is the main technical limitation. If your application runs on MongoDB, MySQL, or any non-Postgres database, Dreamlit won't work. The free plan's 100 emails per day ceiling makes it impractical for anything beyond development environments. Even small production apps hit that limit quickly.
Team collaboration has no seat restrictions on any tier, including free. Unlimited channels means you can manage multiple email domains or Slack destinations without additional goes for. Priority workflow execution on Scale plans processes your emails ahead of lower-tier users during high-volume periods.
The done-for-you setup add-on costs 99 dollars for a 90-minute session where their team builds five workflows for you. That's useful if you're new to the service or need complex logic implemented quickly. Enterprise customers get SSO, SAML, and on-premises deployment options with custom SLAs.
