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I spent 2 weeks building something I couldn’t find anywhere.
A system that lets you talk to your database like a colleague.
Not dashboards. Not filters. Just a question:
“Which customers are at risk of churning?”
→ You get an answer in seconds.
Sounds simple. It’s not.
Most NL2SQL tools fail in a dangerous way:
they generate the wrong query… and no one notices.
Wrong query → wrong answer → bad decisions.
So I built it differently.
If a query fails, the system:
— detects the error
— understands what went wrong
— rewrites the query
— tries again automatically
No silent failures.
Built for teams sitting on data but still waiting hours (or days) for answers.
Live demo in my profile.
https://contra.com/moiz_roshan_zszcum4s/work?r=moiz_roshan_zszcum4s
The network for creativity
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Connect with clients, get discovered, and run your business 100% commission-free
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AI WhatsApp Support Assistant (n8n Automation Demo)
Problem: Small businesses lose customers when WhatsApp messages sit unanswered, leads get buried in chats, and complaints are noticed too late.
What I built: An AI assistant that reads every incoming WhatsApp message and prepares a reply, while the owner stays in control.
Writes a reply draft from the business’s own info sheet. Nothing is sent until the owner approves it by email.
Captures real leads (name, interest, budget) into a Google Sheet.
Saves orders and appointment requests with a draft confirmation.
Alerts the owner on Discord for complaints and “talk to a human” requests.
Transcribes voice notes and handles them like text messages.
Alerts the owner to reply manually when someone sends an image or sticker.
Posts a daily 9 PM summary of the day’s conversations to Discord.
Role: Nisbah Iqbal, AI Automation Builder
Good work .
I wanna know the most UNHINGED way you're using AI. And I mean truly unhinged.
I'm trying to seriously level up my AI skills and I feel like I've barely scratched the surface of what's possible
I'm not talking about cute little ChatGPT prompts or asking AI to write your emails.
I wanna hear about the crazy workflows, agents, automations, and things you've built that make you go wait you can actually DO that?!
Especially the stuff most people don't even realize is possible.
What tools are you using? What have you automated? What are you making AI do that would've sounded insane two years ago?
And if you know of any good bootcamps, courses, creators you follow, or other resources to learn this stuff, PLEASE share.
Thank you!!
Fable 5.2 just made AI agents ~20% cheaper to run, but it also broke harnesses that rewrite chat history.
That's the real lesson for anyone hiring someone to build AI chatbots or automations: the model is the easy part. Reliability is the work.
My checklist before any agent goes live:
✅ Model ID in config, not hardcoded
✅ Pinned tool/MCP versions
✅ Full action logs + human handoff
✅ Fallback reply when the model or API fails
Need an AI chatbot or automation for your business? Message me and let's talk about your workflow.