We became aware of some AI tools when we attended the Building your Sales Engine, segment of Nottingham Business School Create Growth course.  The session was presented by Click Lab Digital.  They certainly showed an AI first attitude in how they create a sales funnel.  They showed a couple of tools that I thought we should experiment with.  

Lovable is apparently an example of vibe coding.  The field is moving so fast that the new term used to describe the low code / no code world was only introduced February 2025 by Andrej Karpathy (1)

I was trying to build out a financial forecasting application.  It has the conversational user interface on the left and presents the application in the right hand panel. I like the fact that I can progressively describe the application that I am trying to build.  When I see the application, I realize that I need to describe the level at which the forecasts are created and how the pricing assumptions are captured.  The Application panel refreshes to show something closer to what I am trying to describe.  The pattern of conversation was very familiar to me as a systems architect. 

Lovable creates React at the front end, Supabase at the backend and integrates with Github for one click deployment.  

What I find very interesting is that the person that brought this development environment to my attention would not describe himself as an engineer, architect or any subspecies of technologist.  He was first and foremost a marketeer.  

N8n had popped into my newsfeeds a few days before the course, so I was surprised when it came up presented by a marketing expert on a Sales Pipeline course. 

The first thing that strikes me is that n8n has evolved from a workflow management mindset.  I don't know if they existed in the workflow management space before they became an AI Agent creator.