What We Think
Perspectives
Engineering insights, technical commentary, and thought leadership from TCE — covering AI in construction, project controls, QA/QC governance, and digital transformation.
Connecting Engineering Control with AI: How Automation is Transforming QA/QC on Saudi Mega-Projects
The traditional QA/QC model — paper-based ITPs, reactive NCR management, and end-of-day reporting — is under fundamental pressure on Saudi Arabia's giga-projects. Here's how AI is changing the equation.
- AI-powered quality systems can reduce NCR close-out time by 40-60% on large residential programmes
- WhatsApp intelligence ingestion turns daily site communications into structured executive data
Mohamed Sayed
15 March 2026
From Reactive to Predictive: The Future of Project Controls in KSA
Most project controls functions in the GCC are fighting the last battle. Real-time data and predictive analytics are changing what's possible — but implementation requires more than new software.
- Reactive project controls miss problems 3-4 weeks after they become un-fixable
- Earned Value Management, properly implemented, provides the earliest reliable warning signal
Mohamed Sayed
20 February 2026
WhatsApp Intelligence: Turning Site Communication into Actionable Data
Construction sites in the GCC run on WhatsApp. Hundreds of messages per day — containing real cost, schedule, and quality data — flow through unstructured group chats. Here's how to capture that intelligence.
- GCC construction sites generate 200-500 WhatsApp messages per day with embedded project intelligence
- NLP-based message classification can extract cost, schedule, quality and safety signals from unstructured text
Mohamed Sayed
28 January 2026
Delay Analysis in the Age of AI: A New Approach to Time Impact Analysis
Time Impact Analysis (TIA) has been the gold standard for construction delay analysis for decades. AI tools are beginning to change both the speed and defensibility of TIA outputs — but expert engineering judgement remains irreplaceable.
- TIA requires contemporaneous records — AI tools can help capture and structure these records in real time
- Automated schedule fragnet generation reduces TIA preparation time by 40-60%
Mohamed Sayed
10 December 2025
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