Don’t Just Migrate. Modernize for AI.

Don't Guess Your AI Readiness. Audit It.

Securely migrate from Legacy On-Prem to Snowflake Cortex.

I help NZ Enterprises build the Data Foundation required for safe, hallucination-free AI.

Why Your Legacy Stack is Blocking Your AI Strategy

Most organizations want to deploy AI, but their data is trapped in the past. You cannot build modern tools on broken foundations.

❌ The "Data Gravity" Problem

Core customer data is locked in Mainframes or On-Prem databases, inaccessible to modern AI models.

❌ Unstructured & Risky

Valuable customer insights (call logs, notes) are messy unmasked text, a security nightmare for LLMs.

❌ The "Hallucination" Trap

Without a clean Data Foundation, your AI pilots will fail due to bad data quality and lack of context.

The "Legacy to Cortex" Roadmap

AI Readiness Audit (Diagnose)

We assess your legacy schema and data quality to give you a clear Red/Amber/Green scorecard for Snowflake Cortex adoption.

The Foundation Build (Architect)

We design the secure pipelines to migrate and structure your data, turning messy text into clean, queryable assets using Snowflake Hybrid Tables.

The Cortex Deployment (Scale)

We deploy secure, governed AI models inside your perimeter, enabling “Chat with your Data” capabilities without data ever leaving Snowflake.

The Architect’s View: From On-Prem to AI

I’m Muhammad Khurram, a Snowflake-Certified Architect with 15+ years of experience de-risking complex data landscapes.

I don’t just move data; I upgrade it. I specialise in helping Financial & Commercial Enterprises break free from legacy technical debt and build the Data Foundation needed for the AI era.

While others are still figuring out how to move rows and columns, I am helping leaders implement Snowflake Cortex to turn their operational data into intelligent assets.

Case Studies

Is Your Data Ready for AI?

The 5-Day AI Readiness Audit: Stop stalling. Get a definitive roadmap.

What You Get:

The Governance Check: A specialised review of your legacy schema to identify PII risks before they reach the cloud.
The Data Gravity Report: An architectural assessment of your “Data Gravity”, determining which workloads can move to Snowflake Hybrid Tables for instant AI access.
The Cortex Roadmap: A Red/Amber/Green scorecard and a step-by-step plan to get from “Legacy Debt” to “First AI Model.”

Why This Matters: You cannot “Lift and Shift” your way to AI. This audit reveals the specific architectural changes needed to ensure your Cortex deployment is secure, governed, and performant from Day 1.