Moiz Ahmed Mansoori
AI Assistants, RAG Chatbots & Business Workflow Automation
New to Contra
Moiz Ahmed is ready for their next project!
Before you hire an AI developer, ask these 4 questions.
1) Can I see it working on my actual data?
Not a demo. Not a sample dataset. My data.
2) What happens when it gives a wrong answer?
Good AI systems fail safely. Bad ones fail silently.
3) Will I be able to use this without...
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...
QueryMind lets you query a real database using plain English.
Type a question, get an answer — no SQL knowledge needed.
Built a production-grade AI agent using LangGraph that converts
natural language to SQL, executes it on a real PostgreSQL database
with 100,000+ rows, and...
Most AI projects fail for one reason:
they start with the solution, not the problem.
This month I worked on 4 very different systems:
— A policy document turned into a searchable assistant
— A manual workflow turned into a fully automated pipeline
— An idea turned into a live AI...
Before you hire an AI developer, ask these 4 questions.
“Can I see it working on my actual data?”
Not a demo. Not a sample dataset. Your data.
“What happens when it gives a wrong answer?”
Every AI system fails sometimes. The difference is how it’s handled.
“Will I be able to use...
