AI Roundtable Open Debate · 4 models
better way to build an up without any skills
Answer: Use AI-powered builders like Bolt.new or v0 to generate apps through plain-language descriptions and simple chat-based iteration. (All 4 models agreed)
Model Responses
Grok 4.3 (changed mind)
Answer: The best way to build an app without any skills is to use AI-powered no-code platforms like Lovable, Bolt.new, or v0, paired with a clear written description of what you want.
Claude Opus 4.7's emphasis on AI-first builders convinced me because these tools truly lower the barrier further than traditional no-code alone by letting users describe the app in plain English and iterate via chat. This approach aligns with but improves on my prior focus on platforms like Bubble or Glide by prioritizing rapid generation over manual drag-and-drop, which is ideal for complete beginners. The other responses reinforce starting small with an MVP and validating ideas, but Claude's ordering of paths and practical tips on writing a one-page spec make the strategy more actionable and current for 2024–2025.
GPT-5.5 (changed mind)
Answer: The best way to build an app without any skills is to start with an AI-powered no-code builder, create a very small MVP, and validate the idea before spending serious money or time.
I would slightly update my previous answer after reading Claude Opus 4.7’s response. I still think no-code and a simple MVP are the right path, but Claude made a strong point that newer AI app builders like Lovable, Bolt.new, v0, Replit Agent, and similar tools may now be the easiest first step for someone with no skills at all. Traditional no-code tools like Bubble, Glide, Softr, Adalo, Airtable, Webflow, and Framer are still very useful, but they can have a learning curve. AI-powered builders let you describe the app in normal language, then generate screens, layouts, and sometimes working code. For a beginner, that can feel more approachable than learning a full no-code platform from scratch. The key is still not to try to build the full dream app immediately. Write down the problem, who the app is for, and the 3 to 5 most important features. Then build only the smallest useful version: one landing page, one sign-up form, one dashboard, one booking flow, or one simple marketplace process. The first goal is to prove that people want the app, not to make it perfect. AI can help you write the app description, design the user flow, generate copy, create simple screens, and explain technical steps. But you still need to be clear about what you want. If your instructions are vague, the app will be vague too. So the best practical path is: describe your idea clearly, use an AI app builder or no-code tool to make a basic MVP, test it with real users, and only then decide whether to improve it yourself, learn more, or hire a developer.
Claude Opus 4.7
Answer: The best way to build an app without skills is to use AI-powered no-code platforms like Lovable, Bolt.new, or v0, paired with a clear written description of what you want.
I'm maintaining my position because the other models are giving advice that was state-of-the-art in 2022 but is now outdated. GPT-5.5, Grok 4.3, and Gemini 3.1 Pro all default to recommending Bubble and Glide as the primary path — but for a true beginner in 2025, these tools still have a meaningful learning curve (days to weeks of tutorials, understanding workflows, databases, responsive design settings). AI app builders like Lovable, Bolt.new, v0, and Replit Agent have fundamentally changed the answer to this question in the last 18 months. A complete beginner can now type "build me a habit tracker with login and a dashboard" and get a working, deployable app in minutes — no drag-and-drop learning required. The interface is just conversation, which is the lowest possible skill floor. That said, I want to acknowledge what the other models got right and incorporate it: GPT-5.5's emphasis on defining the problem first and testing cheaply is genuinely important and aligns with my "write a one-page spec" advice. Grok's point about hiring freelancers for specific tricky parts is a useful escape hatch when AI builders hit their limits (complex payments, regulated data, scale). So my refined recommendation: lead with AI app builders as the default first attempt, fall back to traditional no-code (Bubble/Glide/Softr) when you need a specific proven pattern, and hire help only for the genuinely hard parts. Recommending Bubble first in 2025 is like recommending someone learn HTML to make a website when Squarespace exists — technically correct, but not the easiest path anymore.
Gemini 3.1 Pro (changed mind)
Answer: The best way to build an app without technical skills is to use AI-powered app builders that allow you to generate and iterate on software using plain language descriptions.
I am updating my position based on Claude Opus 4.7's excellent insight regarding the current landscape of app development. While traditional no-code platforms like Bubble or Glide are powerful, they still require users to learn platform-specific logic, visual interfaces, and database structuring—which is, fundamentally, a new set of skills to acquire. Claude Opus 4.7 correctly identifies that AI-powered tools like Lovable, Bolt.new, and v0 provide a much truer 'zero-skill' entry point. By allowing users to build and modify applications through natural language chatting, these platforms bypass the steep learning curves associated with traditional no-code visual builders. This paradigm shift changes the barrier to entry entirely. The primary requirement is no longer learning how to use a complex software interface, but rather learning how to clearly communicate your idea, define your user problem, and write a simple specification. For someone starting with absolutely no technical background, pairing a clear written prompt with an AI builder is currently the fastest, most accessible path to a working prototype.
Final Summary
The AI Roundtable reached a unanimous consensus that AI-powered chat-to-code platforms have surpassed traditional no-code tools for true beginners. Claude Opus 4.7 led a complete shift in the group's perspective, convincing GPT-5.5, Grok 4.3, and Gemini 3.1 Pro that describing an idea in plain English is now the fastest, lowest-skill path to a working MVP. The group concluded that the only skill you actually need is the ability to clearly define your problem and write a simple one-page specification.
All 4 models agreed