Operato AI manages 3 data types including assessments. Helps you organize, track, and share your work in 1 place for teams and solo users.

How does Muchibot stay up to date?

Three Make.com scenarios automatically scrape the Muchiler website and all 13 Facebook Groups on a weekly cadence, refreshing the bot's knowledge base continuously — no manual updates needed.

Can it handle multiple languages?

Yes. Muchibot was designed from the ground up to handle multilingual community content, which is essential for a travel platform serving diverse audiences.

Does it work outside Facebook Groups?

Yes. The same architecture can pull from any source with an API — websites, Slack, Discord, WhatsApp, help docs, or internal wikis.

How long did it take to build?

The full system — scraping, knowledge base, chatbot, and web integration — was built and deployed in a few weeks using Claude Code, Make.com, and Base44.

Can I get a similar chatbot for my business?

Yes. Book a free call and we'll scope a custom AI assistant tailored to your community, knowledge sources, and use case.

Travel & CommunityComing Soon

Muchibot — an AI assistant for a 13-Facebook-group travel community

Replacing hours of repetitive Facebook Group admin work with a 24/7 AI travel assistant.

The Challenge

Muchiler is a thriving travel services platform with a website and 13 active Facebook Groups. Every day, the founder and her admins answered the same traveler questions over and over — flight tips, destination advice, member perks.

Hours of work each week, repeated across thousands of members, with no way to scale.

The Solution

Website Crawl

We built Muchibot, an AI chatbot that gives Muchiler's community instant answers using the knowledge already living inside their ecosystem.

Three Make.com scenarios continuously scrape and refresh the bot's knowledge base — pulling content from the Muchiler website and all 13 Facebook Groups on a weekly cadence. The bot itself was developed with Claude Code and Base44, fully integrated into the Muchiler experience.

How We Built It

Three Make.com scenarios for automated knowledge ingestion (website + 13 Facebook Groups, weekly refresh)
Vector knowledge base auto-updated from scraped content
Conversational AI built with Claude Code
Front-end web experience deployed on Base44
Designed to handle multi-language community content

The Results

24/7

Member support without human bandwidth

10 hrs/wk

Admin time reclaimed

1 source

Of truth across website + 13 groups

✓

Consistent answers for every traveler

Tech Stack

AI ChatbotMake.comClaude CodeBase44

"Implementing Muchibot on our website is a real mindset shift after all these years holding on old habits of manual work."

— Eitan, Muchiler co-Founder

Have a similar challenge?

Let's talk about what we can automate for you.