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Automating FAQ with AI
I recently worked on a project that involved building an AI-powered FAQ bot using n8n, Groq, and Telegram. It wasn't easy, but the result is really cool - my bot can now answer common business questions automatically.
Follow for more: https://t.me/n8nAutomationHub
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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Meet Your AI Agent, my entry for the #GoogleStitchChallenge
It's an app for designing what your AI agent or bot looks like. The theme was "build interfaces that feel alive," so I made something where anyone can pick a body, face, head, and aura, name it, give it a personality, and watch their bot come to life. All with zero code.
How I built it with Stitch:
I started from one prompt describing the idea, then built it up conversationally. I added native motion (the bot floats, blinks, and powers up), an animated shader nebula background, and hover states. Whenever something was off, I didn't touch any code. I just pointed at the element on screen and edited it directly, or described the change in plain words.
What I loved: when it's done, Stitch lets you publish in lots of places like Google AI Studio, Figma, MCP, Bolt, Lovable, or Netlify. I chose Netlify because it's so easy to deploy on the web. One click and you get a live link to share.
Stitch features showcased: native motion, animation and shaders, in-place AI edits, and publishing to Netlify.
As someone who can't really code, Stitch never made me feel stuck. It turned an idea in my head into a real, interactive product in a single sitting.
Try it and design your own agent: https://meetmyaiagent.netlify.app/
Walkthrough video:👇
Built with @stitchbygoogle https://stitch.withgoogle.com/projects/6351891533339790820
Fun idea. Giving people control over the personality and appearance of their AI agent makes it feel much more personal than a typical chatbot experience. Curious which customization option people seem to spend the most time on?
I explored a different direction for the challenge:
https://on.contra.com/pnfJBQ
on.contra.com
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PawSpeak — Finally. Speak Cat.
My submission for the Google Stitch Challenge is PawSpeak, a playful AI pet translator concept that turns human text into cat-style expressions, moods, and voice.
Because let’s be honest: cats have been judging us in silence for thousands of years.
Now with the rise of AI pet tech like PettiChat, the smart collar that claims to translate dog barks and cat meows into human-like speech, the question is no longer “Can pets talk?”
The better question is:
What would your cat say if your phone could meow back?
That is the idea behind PawSpeak.
PawSpeak is a mobile-first AI companion for cat owners who want a fun, emotional, and personality-driven way to interact with their cats. Instead of treating pet translation as a cold science tool, PawSpeak turns it into a warm, playful daily experience.
Users can type or speak a human message, choose the cat mood, generate a cat-style translation, listen to the meow response, save favorite translations, explore mood-based cat expressions, and build a daily habit of understanding their cat better.
The prototype covers the main product journey:
Sign up / onboarding
How users heard about PawSpeak
Cat communication habits
Personalized user goalsCat moment preferences
Main translator screen
Human-to-cat translation
Mood library
Saved translations
Profile and progress experience
Shareable cat translation moments
Personalized “understand your cat” plan
What makes PawSpeak different is that it does not pretend your cat is suddenly writing Shakespeare.
It makes pet communication fun, expressive, and emotionally engaging.
It is not just a translator.
It is a tiny emotional bridge between humans and their cat.
For this challenge, I used Google Stitch as a core part of my design workflow. I started with the product idea, visual direction, and user flow, then used Stitch to quickly turn the concept into polished mobile app screens.
I used Stitch to explore layouts, refine the onboarding journey, test the translator interface, shape the mood library, and create a visual system that feels soft, modern, playful, and cat-like.
The biggest value was speed without losing creative control.
Stitch helped me move from a funny idea — “what if your phone could speak cat?” — into a real product experience with a clear flow, strong personality, and high-fidelity mobile UI.
This challenge was not just about generating screens.
It was about seeing how fast a weird, playful, slightly ridiculous idea can become a product that people instantly understand.
And honestly?
If cats ever get phones, they’re probably downloading this first.
Live prototype: https://stitch.withgoogle.com/projects/14252808695594903856
#stitchchallenge #Stitch #GoogleStitchChallenge #PawSpeak #AICatTranslator #PetTech #AIProducts #UIDesign #UXDesign #ProductDesign #MobileAppDesign #StartupIdeas
I built a system that writes, images, and schedules my LinkedIn + Contra posts every day automatically.
Here's exactly how it works:
Every morning at 8am it:
→ Searches the web for what's trending in AI and automation (Tavily)
→ Picks the best topic based on my past posts (no duplicates)
→ Researches it with a live deep-dive
→ Drafts two versions — one for LinkedIn, one for Contra — using Claude Sonnet 4.6
→ Generates a branded image card
→ Emails me a preview to review
→ Posts automatically once I approve
Total running cost: $1.57/month
The stack I used:
n8n (self-hosted workflow engine)
Claude Sonnet 4.6 — post drafting and rewriting
Tavily API — real-time trend research
Google Sheets — content calendar, idea bank, post log
HCTI — branded image cards
Kie AI — AI-generated visuals
Gmail OAuth2 — daily preview emails
The whole thing runs on Docker on my local machine. Zero monthly SaaS fees. I still review every post before it goes live — the system handles the research, writing, and scheduling.
If you're a founder or business spending hours on content every week, this is the kind of automation I build.
DM me if you want one for your brand.
Wow! This is incredible
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