Moiz Ahmed Mansoori
AI Assistants, RAG Chatbots & Business Workflow Automation
New to Contra
Moiz Ahmed is ready for their next project!
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...
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...
This week, a business will overpay for an AI tool they don’t actually need.
Not because the solution is complex.
But because no one showed them a simpler way.
Most AI problems aren’t AI problems.
They’re workflow problems.
Repetitive support questions.
Manual processes.
Systems...
3 myths about AI that are costing businesses money
Myth 1: “AI is too expensive for small teams”
Reality: Most use cases don’t need expensive platforms. A simple custom system can handle repetitive work and save hours every week.
Myth 2: “AI takes months to implement”
Reality:...
