AI and QS Insight

Day 22 - Audit Defensibility in Procurement: Decisions You Can Defend, Outcomes You Can Prove

Day 21 - 21 Days of Procurement Excellence: Key Lessons, Lasting Impact

Day 20 - What Matters Most In Public Procurement? Your Voice Our Improvement

Day 19 - Early Contractor Involvement (ECI): Involve Early Deliver Better

Day 18 - Tender Evaluation That Protects Value and Integrity

Mastering Skills

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Mastering Skills | Ts. Azman Yahaya Mastering Skills

Day 17 - Top 5 Procurement Strategy Decisions That Shape Project Success

From concept to prototype.Azman Yahaya

Proud to have developed an initial prototype of the Integrated Contractor Financial Evaluation System (CFES) — an AI-enabled procurement governance framework designed to transform contractor evaluation from manual assessment into predictive procurement intelligence.

The prototype integrates:
• AI-powered document analytics
• Financial intelligence & ratio automation
• Governance & risk evaluation
• OCR & multi-format document extraction
• Dashboard-driven decision support
• Human-in-the-loop governance principles

More importantly, the journey demonstrated that even non-coding professionals can now leverage AI, APIs, and HTML tools to rapidly prototype governance-focused digital solutions.

This is not just about automation.
It is about designing integrity by system and strengthening governance by intelligence.

Day 16 - NEC or FIDIC: Choose The Right Contract, Not The Popular One

Day 15 - Lowest Price Is Not Always The Best Value