Software Engineering

Rapid prototyping and internal tool development with AI

Leverage AI to quickly create working software artifacts β€” especially internal tools, admin workflows, and fast prototypes β€” that would otherwise require extra team capacity or multiple roles. From CRUD dashboards and ops forms to spec-driven MVPs with live previews, AI compresses the gap between idea and usable software.

Why the human is still essential here

A human decides requirements, reviews generated architecture and UX, integrates outputs into the real product stack, and ensures quality, maintainability, and operational fit.

How people use this

AI-generated internal admin dashboard

AI helps create an internal tool (CRUD views, filters, approval actions) connected to an existing database so the founder can operate the business without building everything from scratch.

Retool AI

Ops workflow form generation

AI turns a plain-English operations process into internal request forms, validation rules, and approval flows so teams can replace spreadsheets and manual handoffs.

ChatGPT / Claude

PRD-to-deployed MVP build

An agent takes a PRD and acceptance criteria, scaffolds the app, runs it, fixes build errors, and publishes a live preview URL for stakeholder review.

Replit Agent

Related Prompts (4)

Community stories (2)

LinkedIn

Interesting take on the state of application development, at least for web apps.

Interesting take on the state of application development, at least for web apps.
I wanted to get an app to help me read through articles and books faster. Normally I'm not a fast reader, but using the RSVP (Rapid Serial Visual Presentation) technique really helps me go faster. It shows one word (or more) at a time in sequential flashes from a source document. So I went and downloaded some apps from the app store.


All were ok but had ads, were not exactly what I needed, and didn't fit my needs well -- so I made one. Well, I defined it and Claude made it.


I haven't looked closely at the code, but after one bug that was quickly corrected, I had an app working that perfectly suited to my needs. As a user I didn't care that it was a completely front-end app. I didn't care about the technical tradeoffs (that I has Claude explain to me). It just worked.


What does this say about the market and the value of paid applications if you know how to prompt an AI and have some basic application hosting skills? Will this undermine the market for simple utility application on the web, desktop, or mobile? Will it open the door for more apps, which will make standing out in a crowd even harder for developers? Will the market be willing and able to pay the price tag on your hand-coded application that perfectly fits the product user persona you defined? Or, will they just make their own?


Let me know your thoughts as this directly impacts everyone who makes paid software.


Interesting time to be in software engineering.

DH
Dave HoranDirector of Software Engineering
Mar 3, 2026
Reddit

Hot take: solo founders with AI are about to build stuff faster than small teams

Not trying to start a war but… it kinda feels like something shifted this year.

I’m seeing solo founders shipping like crazy. Full apps. Landing pages. Internal tools. Stuff that used to need a small dev team + designer + PM.


Now it’s just one person + AI + caffeine.


I’m not saying AI replaces skill. If you don’t understand what you’re building, it shows fast. But if you do know your domain? It’s almost unfair how fast you can move.


I’m building a niche product right now and honestly some days it feels like I have 3–4 invisible teammates. And other days it feels like I’m duct-taping chaos together πŸ˜…


Are we actually entering the era of β€œ1-person serious companies” or is this just early hype and we’ll hit a wall soon?


Curious what you’re seeing in real life, not Twitter threads.

W
Whole_Connection7016Solo founder
Mar 1, 2026