Estimators, Quantity Surveyors, Commercial Managers and AI: Why Experience Still Matters in Construction

By Don Nuwan | Chartered Quantity Surveyor | Cost Consultant | Modular Construction & Cost Control

Article focus: This article explores how AI is transforming estimating, quantity surveying and commercial management, while explaining why experienced construction professionals remain essential for commercial judgement, risk management, leadership and project success.

The construction industry is experiencing one of the most significant technological transformations in its history.

Artificial Intelligence (AI), Building Information Modelling (BIM), automation, digital twins and advanced analytics are changing the way projects are planned, estimated, procured and delivered.

As these technologies continue to evolve, an important question is increasingly being asked:

Will AI replace Estimators, Quantity Surveyors and Commercial Managers?

My answer is simple.

AI will undoubtedly transform these professions, but it will not replace experienced professionals who possess commercial judgement, practical construction knowledge and leadership capability.

To understand why, it is useful to examine the different commercial roles that contribute to the success of a construction project.

Estimators: The Secret Weapons of Construction

Every project begins with a commercial decision.

The answers to these questions are largely developed during the estimating stage.

Estimators analyse drawings, specifications, construction methodologies, labour productivity, procurement strategies, logistics, market conditions and project risks to establish a competitive and profitable tender price.

However, experienced estimators do far more than measure quantities and apply rates.

They identify risks that may not be obvious within the tender documentation. They recognise issues relating to design maturity, site constraints, labour availability, procurement lead times, logistics challenges and market fluctuations.

The best estimators understand that successful tenders are not necessarily the lowest tenders. They are the tenders that achieve the right balance between competitiveness, risk and profitability.

For this reason, I often describe estimators as the secret weapons of construction organisations.

A highly experienced estimator can influence millions of dollars in future project performance before a contract is even awarded.

Pre-Contract Quantity Surveyors: The Strategic Advisors

Many people assume estimating and quantity surveying are identical disciplines. In reality, they serve different purposes.

Pre-contract Quantity Surveyors focus primarily on advising clients and project teams before construction begins.

Cost Planning

Preparing feasibility estimates, cost plans, benchmarking studies and budget development to support early project decisions.

Procurement Advice

Advising on procurement strategy, tender documentation, tender evaluation and commercial risk allocation.

Value Engineering

Helping clients understand the financial impact of design decisions and alternative solutions before construction starts.

While estimators often focus on pricing work for contractors, pre-contract Quantity Surveyors focus on helping clients make informed financial decisions.

Both roles contribute significantly to successful project outcomes.

Post-Contract Quantity Surveyors: The Soldiers Protecting Profit

Once construction begins, the commercial battle truly starts. This is where post-contract Quantity Surveyors play a critical role.

Their responsibilities typically include cost control, procurement management, contract administration, progress claims, variation management, cash flow forecasting, cost reporting, cost-to-complete forecasting, risk management and final account negotiations.

Unlike estimators, whose involvement is often concentrated before contract award, post-contract Quantity Surveyors remain engaged throughout project delivery.

They must continuously respond to changing project conditions, design changes, programme delays, productivity issues, contractual disputes and unforeseen site challenges.

For this reason, I often describe post-contract Quantity Surveyors as the soldiers of construction.

They fight the daily commercial battles that determine whether a project ultimately succeeds or fails financially.

Commercial Managers: The Generals

Above these functions sits the Commercial Manager.

If estimators are the secret weapons and Quantity Surveyors are the soldiers, then Commercial Managers are the generals.

Their responsibility is not simply to manage individual contracts or projects. Their responsibility is to provide commercial leadership.

Commercial Manager Responsibility Why It Matters
Leading commercial teams Ensures estimators, Quantity Surveyors, contract administrators and cost controllers work towards aligned project and business objectives.
Overseeing multiple projects Provides visibility over risk, cash flow, cost performance and margin protection across the wider organisation.
Developing commercial strategies Supports profitable growth, risk management, procurement strategy and contract selection.
Resolving major contractual issues Protects the business from avoidable disputes, weak commercial positions and poor decision-making.
Advising senior management Connects project-level commercial realities with business-level strategic decisions.

A Commercial Manager must understand both the opportunities identified before a project begins and the challenges encountered during construction.

The strongest Commercial Managers are rarely experts in only one discipline. Many successful Commercial Managers have previously worked as Estimators, Pre-Contract Quantity Surveyors, Post-Contract Quantity Surveyors, Cost Controllers or Contract Administrators.

This breadth of knowledge allows them to make informed decisions that protect both project profitability and business performance.

Role Comparison: Where Each Professional Adds Value

Role Main Stage Core Value Typical Focus
Estimator Pre-tender / Tender Stage Develops competitive and profitable tender pricing Rates, productivity, methodology, risk pricing, market conditions and tender strategy
Pre-Contract Quantity Surveyor Feasibility to Tender Stage Supports informed client and design decisions Cost planning, benchmarking, value engineering, procurement advice and tender evaluation
Post-Contract Quantity Surveyor Construction to Final Account Protects project commercial performance during delivery Cost control, variations, claims, cash flow, CTC forecasting and final accounts
Commercial Manager Project and Business Level Provides commercial leadership and strategic direction Team leadership, risk management, commercial strategy, dispute resolution and business performance

The Rise of Artificial Intelligence

There is no doubt that AI will become an increasingly valuable tool within the construction industry.

Today, AI can already assist with automated quantity take-offs, cost database analysis, historical benchmarking, tender comparisons, productivity analysis, cost forecasting, risk identification, report generation and data visualisation.

Tasks that previously required days of manual effort can now be completed in a matter of hours. As technology continues to advance, these capabilities will become even more powerful.

AI generates information. Professionals make decisions.

How AI Supports Construction Commercial Roles

Area What AI Can Support What Experienced Professionals Still Decide
Quantity Take-Off Automated measurement from drawings or models Whether the model is complete, coordinated and commercially reliable
Cost Benchmarking Analysing historical data and suggesting benchmark rates Whether the benchmark is suitable for the project location, scope, complexity and market conditions
Tender Analysis Comparing bids, highlighting anomalies and summarising submissions Whether a tender is commercially acceptable, risky, qualified or strategically suitable
Forecasting Producing cost forecasts based on historical and current data Whether the forecast reflects real site conditions, productivity issues, delays and contractual entitlements
Risk Identification Highlighting patterns, missing information and potential risk items How to price, allocate, mitigate or negotiate the risk
Reporting Generating dashboards, summaries and visual reports What the report means and what management action should be taken

Why AI Will Make Experienced Professionals More Valuable

AI will reduce the time required for routine tasks such as measurement, reporting, benchmarking and data analysis. However, this does not reduce the need for experienced professionals.

Instead, it increases the value of those who can interpret information, challenge assumptions and make sound commercial decisions.

As routine activities become automated, organisations will increasingly differentiate between professionals who simply process information and those who can convert information into profitable outcomes.

What AI Cannot Easily Replace

AI can process vast amounts of data. AI can identify patterns. AI can generate forecasts.

But construction projects rarely succeed or fail because of data alone. They succeed or fail because of decisions made under uncertain conditions.

Experienced Estimator

Questions design maturity, programme assumptions, hidden risks, contingency levels and whether the company should pursue the opportunity.

Experienced QS

Assesses budget overruns, contractual entitlement, mitigation actions, cost recovery opportunities and likely final account outcomes.

Experienced Commercial Manager

Considers business impact, resource allocation, strategic decisions, organisational risk and senior management direction.

These questions require judgement, negotiation skills, leadership, practical construction knowledge and experience developed over many years.

Such capabilities cannot be fully replicated through software alone.

Why Construction Experience Still Matters

One of the greatest misconceptions about commercial management is that it can be learned entirely from spreadsheets, contracts and reports.

In reality, the most effective commercial professionals understand how projects are actually built.

Practical site experience provides insights that cannot be gained solely from an office environment.

Site Experience Area Commercial Value
Productivity challenges Improves labour forecasting, rate build-ups, cost-to-complete assessments and productivity analysis.
Construction sequencing Helps identify programme risk, trade interface issues and realistic execution strategies.
Access constraints Supports better pricing of logistics, temporary works, plant requirements and site overheads.
Quality requirements Reduces rework risk and supports better assessment of defect-related costs.
Safety obligations Ensures commercial decisions reflect safe working methods and compliance requirements.
Subcontractor performance Improves procurement decisions, claim assessment, payment evaluation and final account negotiations.

This understanding allows commercial professionals to connect financial decisions with operational realities.

Why This Matters Even More in Modular Construction

In modular construction, the importance of commercial judgement becomes even greater.

Decisions made during design, manufacturing, logistics, transportation, installation and commissioning are highly interconnected. A design change in the factory can affect procurement, production sequencing, shipping, site installation, programme certainty and final cost.

While AI can analyse data and identify trends, experienced commercial professionals are still required to understand the wider project implications and manage risks across the entire modular delivery chain.

The Future Belongs to Those Who Adapt

The future is not a competition between AI and construction professionals. It is a partnership.

AI will automate repetitive tasks. AI will improve efficiency. AI will enhance forecasting and analysis.

However, organisations will continue to depend upon experienced professionals to interpret information, assess risk, provide leadership and make strategic decisions.

The professionals who will thrive in the future are those who combine:

These individuals will use AI as a powerful tool rather than view it as a threat.

Final Thoughts

Estimators will remain the secret weapons that help organisations secure profitable opportunities.

Pre-contract Quantity Surveyors will continue to guide clients towards informed financial decisions.

Post-contract Quantity Surveyors will remain the soldiers protecting commercial performance throughout project delivery.

Commercial Managers will continue to provide the strategic leadership required to achieve organisational success.

Technology will evolve. Software will become more powerful. AI will become increasingly capable.

Yet in an industry where profit margins are often measured in single digits, the ability to identify risk before a project begins, manage commercial performance during delivery and provide strategic leadership across an organisation will remain invaluable.

The future of construction does not belong to AI alone. It belongs to professionals who combine experience, commercial judgement, construction knowledge, leadership capability and technology.

Those who learn to work with AI rather than compete against it will become the most valuable professionals in the industry.

Topics: Estimating | Quantity Surveying | Commercial Management | Artificial Intelligence | Construction Technology | Cost Control | Modular Construction | Project Management