How to Develop a Powerful AI Web App for Any Task
- Trinetra Kumar
- May 12
- 3 min read
Introduction
Want to develop impressive AI-powered web apps without programming abilities? Make.com's no-code automation software enables building sophisticated AI tools within minutes. Follow along, and I will walk you through developing an expert panel discussion application utilizing multiple AI models to deliver deep insights into any subject matter.
The Power of No-Code Automation Tools
Make.com (previously Integromat) helps close the technological divide by offering a visual platform that allows you to connect modules to create intricate workflows without knowing how to write code. AI capabilities enable you to construct apps that were previously only possible with development teams.
To build AI applications with no-code tools, you only need:
Make.com for the automation workflow
AI Language Models (Claude, ChatGPT, Llama)
A simple website builder to host your interface
Ready to start automating your workflow? Book a Free Automation Consultation Call at https://www.growwstacks.com/get-free-automation-consultation
Creating Your First AI Web Application
Three AI experts discuss any topic a user submits in the demo's "Expert Panel Discussion" application. This method provides more richer insights than a single AI answer by allowing multiple models to critique one another's views.
Setting Up Your Web Interface
For your web interface:
Use a platform like Carrd.co ($49 for 25 sites annually)
Add an embed component for your custom HTML
Ask Claude to generate HTML code for your application
Copy the code into your website builder
Prompt Claude with: "Create HTML code for a web application where users can submit questions and receive panel discussion responses."
Building Your Make.com Workflow
Create your Make.com automation:
Start with a "Custom Webhook" trigger to receive user input
Add AI modules for each expert voice (Claude, ChatGPT, Llama)
Configure each AI with unique expert personas
End with a webhook response to send data back to your website
Get started with Make.com using our special offer: 10,000 free operations when you register through our magic link: https://www.make.com/en/register?pc=growwstacks
Advanced Prompt Engineering for Multiple AI Voices
Through the creation of distinct AI characters, the "panel discussion prompting" technique produces a multitude of expert viewpoints on a single problem.
The procedure operates as follows:
First module assigns three unique expert roles based on the question
Structure output as JSON to parse different roles
Send each role to a different AI model
Have each AI critique and build upon others' perspectives
Compile the complete discussion for the user
JSON formatting allows you to split the output into separate variables that can be used throughout your Make.com scenario.
Connecting Everything with Webhooks
Webhooks connect your web interface with your Make.com workflow, allowing data to flow between them.
To complete the connection:
Configure HTML to send data to your Make.com webhook
Process data through AI modules
Format response with proper headers
Send data back to your website
Display the response in your web interface
Have specific automation requirements? Contact our experts at admin@growwstacks.com
Practical Applications
No-code AI web apps have numerous applications:
Content generation tools
Customer support systems
Product recommendation engines
Data analysis tools
Interactive learning platforms
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Getting Started: Next Steps
Are you prepared to create your own web application using AI? Please follow this road map:
Determine your use case.
Set up your tools (Make.com, website builder)
Design a simple interface
Build your automation workflow
Test and refine based on feedback
As you gain more experience with the tools, start with simpler ones and work your way up to more complicated ones.
Ready to start automating your workflow? Book a Free Automation Consultation Call at https://www.growwstacks.com/get-free-automation-consultation
Conclusion
The capability to develop advanced AI applications without writing code is a huge democratization of technology. With tools such as Make.com and AI services, anyone who has an idea can build robust applications that address real business needs.
If you need to automate processes, build new sources of revenue, or try out bleeding-edge technology, no-code automation with AI provides unheard-of opportunities for innovation.
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