How to create AI automations without vendor lock-in and integrate them into existing backends

How to create AI automations without vendor lock-in and integrate them into existing backends

This task can be performed using Bubble Lab AI

Build AI workflows in English, own them in TypeScript.

Best product for this task

Bubble

Bubble Lab turns natural language workflow descriptions into production-ready TypeScript with full type safety and observability. Developers can design, export, and run AI-driven automations without vendor lock-in, using an AI-first architecture and auto-generated APIs to integrate directly into existing backends.

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What to expect from an ideal product

  1. Design workflows by describing them in plain English instead of writing complex code from scratch, then export the generated TypeScript to run anywhere you want
  2. Get complete ownership of your automation code with full TypeScript output that includes type safety, so you're never stuck with a single vendor's platform
  3. Integrate directly into your current backend systems using the auto-generated APIs without rebuilding your existing infrastructure
  4. Monitor and debug your AI workflows easily with built-in observability tools that show exactly what's happening at each step
  5. Deploy your automations on your own servers or cloud setup while keeping full control over data and processing logic

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