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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
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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Most consultants don’t have a traffic problem.
They have:
weak positioning, poor qualification, generic messaging, wasted discovery calls
So I built an inbound authority funnel system designed to:
→ Attract better-fit clients
→ Qualify leads automatically
→ Improve trust before the call
→ Reduce low-intent inquiries
→ Increase conversion efficiency
This isn’t just a “Framer template.”
It’s a complete inbound acquisition system built for consultants and service businesses that want higher-quality clients — not more noise.
Inside the system:
• Conversion-focused funnel
• Multi-step qualification logic
• Lead routing workflow
• CRM structure
• Onboarding flow
• Messaging framework
• CTA optimization system
Built for operators who want leverage, not manual chaos.
Available now on Contra.
This is clean work.
Lets Automate your business
We can make RAG Model Finetuning
Custom Chatbots
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great work
17 months ago, we launched an AI chatbot for a small business client.
Here's an honest update.
Two months in, the numbers were modest.
80 conversations. 708 messages. 14% conversation-to-lead rate.
Not bad. But most visitors still preferred the contact form.
So we left it running.
We watched how people used it and made improvements. Nothing major.
17 months later:
1,350 conversations. 179 leads. 13.2% conversion rate.
At 16x the volume, the quality held almost exactly.
But there was a real shift around July 2025 that’s worth pointing out.
1. Average chats per month doubled, from 40 to 79.
A clear sign that where conversations are taking place is changing. People are no longer browsing sites in the same way.
They want their questions answered fast, and if you can’t deliver that, you miss out.
2. The chatbot became the #1 lead source on the site
From July 2025 onwards, the chatbot has consistently driven more leads than the forms, and that's held through 2026.
3. The average conversation runs 9 messages deep.
These are not quick FAQ lookups.
Some conversations span materials, pricing, customisation, planning permission and delivery.
These are real pre-sales conversations handled without a team member in the room.
PS: Only 3 thumbs down in 17 months. We'll take that.
Good work. Yeah as the industry shifts customer behavior does so as well
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