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We shipped a free tool: Bot Appétit 🍴
Built it in-house to answer a question that kept coming up on client work: can AI answer engines actually read this site? Turned out useful enough to let out of the kitchen.
Paste a URL → 0–100 score in ~20 seconds → a category breakdown across security, SEO, AEO/content, structured data, AI-crawler access and links, with live Core Web Vitals on top. It's the PageSpeed model — clear findings, not just copy-paste fixes.
Stack: Astro + Cloudflare Workers, ~35 scored checks off a single honest fetch (we only read what the bots read). Handy for auditing your own projects before a handoff.
Free, no signup. Kick the tyres → scan.milkmoonstudio.com
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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Designed a sleek AI automation platform dashboard with a modern dark UI, intuitive data visualization, workflow tracking, and automation insights.
Built to help teams monitor AI operations, manage workflows, and make faster decisions through a clean and scalable user experience.
A founder recently asked me to build an AI chatbot.
After understanding the business, I recommended something completely different.
The real bottleneck wasn't answering user questions.
It was a manual review process.
Every new shop submitted to the platform had to be verified, checked for duplicates, and rewarded by an admin.
Instead of another chatbot, I designed an AI-first workflow:
• MCP servers exposing business tools securely
• AI agents to verify submissions and detect duplicates
• Automated reward assignment
• Human review only for uncertain cases
The objective wasn't to replace people.
It was to eliminate repetitive work and let humans focus on decisions that actually require judgment.
This is why I enjoy building AI products.
The best AI solution isn't always the most sophisticated model, it's the one that solves the right business problem.
That's the difference between adding AI to a product and engineering a business around AI.
Let's build your AI product together.
#AgenticAI #Automation #AIEngineering #forwarddeployedengineering
The best AI tools aren't the ones with the most features they're the ones that eliminate repetitive work.
One of the biggest time-savers for any business is an AI Chatbot
Instead of answering the same questions over and over, an AI chatbot can:
✅ Respond to customer inquiries 24/7
✅ Book appointments automatically
✅ Capture leads while you're offline
✅ Answer FAQs instantly
✅ Qualify potential customers before they reach your team
Whether you're in healthcare, legal services, real estate, or home services, it helps you deliver faster customer support and never miss a potential lead.
If you're ready to save time, improve customer experience, and automate routine conversations, You can setup yourself or I'd be happy to show you how Chatbase works.
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