Insights and Analysis
AI-washing – when AI hype becomes a litigation risk
The United Kingdom's construction industry stands at a pivotal juncture. Sustained pressures on capacity, costs and carbon emissions have compelled the sector to embrace digital technologies and modern methods of construction as fundamental tools for reimagining how assets are designed, delivered and operated. For landowners contemplating development and employers commissioning construction projects, understanding these transformative approaches is no longer optional—it is essential to protecting their investments and achieving project success. This article examines how legal project advice can add substantial value by helping landowners and employers navigate the opportunities and complexities that these innovations present, whilst ensuring robust decision-making, effective risk management and comprehensive regulatory compliance.
The construction sector's shift towards technological innovation promises significant gains in efficiency and productivity, yet its importance extends considerably further. These emerging tools and methods are increasingly positioned as central to meeting housing targets, supporting the transition to net zero and enhancing the resilience of the built environment. For employers seeking to maximise the value of their assets and seeking to commission projects that are delivered on time, within budget and to specification, this changing landscape presents both remarkable opportunities and novel challenges that require careful navigation.
Legal project advice serves as an indispensable compass in this environment. An employer considering whether to develop a site using traditional methods or to embrace modular construction techniques requires guidance not merely on the contractual arrangements involved, but on the broader strategic implications of that choice. Similarly, an employer commissioning a major infrastructure project must understand how digital tools such as Building Information Modelling and digital twins will affect their rights, obligations and risk exposure throughout the project lifecycle. As legal advisers with genuine expertise, we can provide this holistic perspective, ensuring that clients make informed decisions that align with their commercial objectives whilst managing the inherent uncertainties of construction procurement.
The adoption of digital technologies is reshaping project planning, execution and management across the UK market. For landowners and employers, understanding these technologies and their legal implications is crucial to capturing their benefits whilst avoiding potential pitfalls.
Building Information Modelling (BIM) has emerged as a cornerstone of modern construction practice. BIM provides a shared digital representation of a building's physical and functional characteristics, enabling multidisciplinary teams to work on a common model. The UK government's mandate for BIM Level 2 on public sector projects since 2016 has anchored its use and driven wider private sector uptake. The core benefits for landowners and employers include reduced design and coordination errors, enhanced collaboration between project participants, improved cost estimation and more effective lifecycle asset management.
However, the implementation of BIM raises significant questions that legal project advice can help address. Who owns the data contained within the BIM model? What are the obligations of different parties to contribute to and maintain the model's accuracy? How should liability be allocated when errors in the model lead to defects or delays? These questions require careful consideration in the drafting and negotiation of appointment documents and construction contracts. A landowner who fails to secure appropriate rights to the BIM data may find their ability to manage, maintain or adapt their asset compromised in the future. An employer who does not clearly define the responsibilities of their design team and contractor in relation to BIM may face protracted disputes when problems emerge.
Artificial intelligence and machine learning applications are also emerging across the project lifecycle, including analysis of large datasets to predict project risks, schedule optimisation and support for decision-making. Machine learning is being used to detect patterns in site processes, helping to identify inefficiencies and improve safety performance. For employers, these tools offer the prospect of greater visibility over project progress and potential issues, enabling earlier intervention and more informed decisions. Legal advice is essential to ensure that the contractual framework captures the benefits of these technologies—for example, by requiring contractors to deploy AI-based monitoring tools and to share the resulting insights with the employer in a usable format.
The deployment of drones for topographical surveys, progress monitoring and safety inspections has become routine on many construction sites. These unmanned aerial vehicles provide real-time, high-resolution data and reduce reliance on manual inspections, improving accuracy and reducing time on site. Landowners can benefit from this technology when commissioning surveys of their land prior to development, obtaining more comprehensive and accurate information to inform their development decisions and then drone footage can be used to monitor contractor performance and to create contemporaneous records that may prove invaluable in the event of disputes. Legal project advice can assist in establishing the protocols for drone use, addressing matters such as data protection, privacy considerations and the evidential status of drone-captured imagery.
The Internet of Things, comprising networked sensors and smart equipment, is now used to monitor site conditions such as temperature and humidity, as well as equipment utilisation. The resulting data supports better safety management, productivity tracking and waste reduction. For landowners and employers, the availability of this data creates opportunities for enhanced oversight and for holding contractors accountable against objective metrics. However, it also raises questions about data ownership, security and the circumstances in which sensor data may be relied upon in contractual or dispute resolution contexts. Legal advisers can help to ensure that contracts address these matters appropriately, protecting the client's interests whilst establishing workable arrangements for all parties.
Digital twins represent one of the most sophisticated applications of digital technology in construction. These virtual replicas of physical assets allow contractors and operators to simulate scenarios, monitor performance and optimise operations in real time. For large infrastructure schemes, digital twins enable predictive maintenance and reduced downtime by identifying issues before they materialise on site. For a landowner intending to hold an asset for the long term, the availability of a digital twin can significantly enhance the value of that asset by facilitating more efficient facilities management and enabling more informed decisions about maintenance, adaptation and eventual disposal. Legal project advice is essential to secure these benefits, ensuring that contracts require the creation and handover of a comprehensive digital twin and that the landowner's rights to use and develop the twin are clearly established.
Cloud-based collaboration platforms have become integral to modern construction projects, facilitating real-time communication, document management and project tracking for dispersed teams. These platforms underpin more integrated workflows and support remote working practices that have become more prominent. For employers, these tools offer enhanced visibility over project communications and documentation, which can be valuable both for ongoing project management and for establishing the factual record in the event of disputes. Legal advisers can assist in selecting appropriate platforms, establishing protocols for their use and ensuring that contractual arrangements reflect the parties' reliance on these digital systems.
Modern Methods of Construction encompass a range of approaches that depart from traditional, labour-intensive on-site construction, with the shared aim of improving efficiency, consistency and sustainability. For landowners and employers, these methods present compelling opportunities, but also require careful consideration of the associated commercial, contractual and regulatory implications.
Off-site manufacturing involves the production of structural and non-structural components in factory conditions, with subsequent assembly on site. This approach can reduce programme durations, minimise waste and deliver higher quality through controlled production. Current applications include modular housing, prefabricated schools and healthcare facilities. Additionally, panelised systems, comprising pre-fabricated panel elements manufactured off site and installed on site, offer further options for landowners and employers. These systems tend to be lightweight, energy-efficient and capable of being tailored to specific design requirements. The flexibility of panelised systems may be particularly attractive for landowners seeking to achieve bespoke designs whilst capturing some of the efficiency benefits of off-site manufacture.
For a landowner developing a residential scheme, off-site manufacturing may offer the prospect of faster delivery and reduced site disruption, potentially enhancing relationships with neighbours and local authorities. For an employer commissioning public infrastructure, these methods may help to achieve challenging programme targets whilst maintaining quality standards.
Many projects are adopting hybrid construction approaches, using off-site or modular components alongside traditional methods where this is more practical or cost-effective. This pragmatic blending of approaches reflects the reality that no single method is optimal for all circumstances. Legal project advice can assist landowners and employers in structuring contracts that accommodate hybrid approaches, ensuring clear allocation of responsibility at the interfaces between different construction methods.
Volumetric construction takes this approach further, with entire three-dimensional modules manufactured off site and connected on site. This method has gained traction in residential and commercial schemes, offering accelerated delivery and reduced disruption to neighbouring communities. The legal considerations associated with volumetric construction are significant and merit careful attention. The concentration of manufacturing in factory settings may create different risk profiles compared to traditional construction, with implications for insurance arrangements, performance security and the allocation of responsibility for defects. Legal project advice can help landowners and employers to understand these implications and to structure their contractual arrangements accordingly.
The emergence of 3D printing in construction, whilst still at a relatively early stage, warrants attention from forward-thinking landowners and employers. Additive manufacturing is being explored for individual components and, in some cases, whole structures, offering potential reductions in material usage and construction time, as well as enabling more complex geometries. In the UK, this technology is being tested particularly in relation to affordable housing and infrastructure. Landowners and employers who are willing to embrace innovation may find that 3D printing offers compelling advantages for certain applications, though the novelty of the technology requires careful legal consideration of matters such as design responsibility, quality assurance and warranty arrangements.
Sustainability is a common thread across MMC approaches. Factory-based production typically generates less waste; modular systems may incorporate recyclable materials; and off-site approaches can reduce on-site emissions and disturbance. These characteristics align MMC with broader UK sustainability objectives and with the expectations of investors, occupiers and regulators. For landowners seeking to develop assets that will remain attractive in a market increasingly focused on environmental performance, and for employers with sustainability targets or reporting obligations, the environmental credentials of MMC represent a significant benefit that legal project advice can help to secure and verify through appropriate contractual mechanisms.
Understanding the policy and market factors driving the adoption of digital technologies and MMC is essential for landowners and employers seeking to make informed decisions about their projects. A combination of regulatory, economic and societal factors is pushing these approaches up the agenda.
Central government has explicitly promoted digital construction and MMC through instruments such as the Construction Playbook and targeted innovation funding. Public sector procurement requirements are an important lever in normalising these approaches. For employers procuring publicly-funded projects, compliance with these requirements is mandatory; for others, the direction of policy travel provides a strong indication of future expectations and standards. Legal project advice can help employers to understand and satisfy current requirements whilst anticipating likely future developments.
Labour constraints present a significant challenge for the construction industry. An ageing workforce and skills shortages are placing pressure on traditional models that rely heavily on on-site labour. MMC, by shifting work to factory environments, can mitigate these constraints. For landowners and employers, this has practical implications: projects that embrace MMC may be less exposed to labour shortages and the associated risks of delay and cost escalation. Legal advisers can help clients to assess these risks and to structure their procurement strategies and contracts accordingly.
Against a backdrop of tight margins and volatile input costs, technologies and methods that reduce waste, rework and programme overruns are attractive to contractors, developers and clients. The cost and productivity benefits of digital technologies and MMC are increasingly well-documented, though they require effective implementation to be realised. Legal project advice plays a crucial role in ensuring that contractual arrangements create appropriate incentives for efficient delivery and that mechanisms exist to capture and share the benefits of productivity improvements.
Digital tools and MMC are also seen as enablers of lower-carbon construction, both by facilitating better design and by reducing waste and operational energy use. This supports the UK's commitment to net zero and the expectations of investors, occupiers and regulators. For landowners, the sustainability credentials of their assets increasingly affect both their marketability and their long-term value. For employers, particularly those in the public sector or subject to investor scrutiny, demonstrating commitment to sustainable construction is becoming a reputational and commercial imperative. Legal advisers can assist in embedding sustainability requirements in contracts and in establishing verification mechanisms to ensure that commitments are honoured.
The COVID-19 pandemic accelerated the move towards remote collaboration and highlighted the benefits of reducing numbers on site. Digital platforms and off-site methods have been integral to maintaining project continuity in that context. The lessons of the pandemic have enduring relevance: projects that are designed to accommodate remote working and that minimise on-site congestion may prove more resilient to future disruptions, whether arising from public health events, extreme weather or other unforeseen circumstances.
Notwithstanding the clear policy and commercial momentum behind digital technologies and MMC, several obstacles continue to limit more widespread deployment. Legal project advice can assist landowners and employers in understanding and overcoming these barriers.
Implementing new digital systems and establishing or accessing off-site manufacturing capacity can require significant capital expenditure, which may be challenging for smaller market participants. For landowners and employers, this raises questions about how the costs of innovation should be allocated between the parties to a construction project and about the mechanisms available to ensure that upfront investment delivers the anticipated benefits. Legal advisers can help to structure contractual arrangements that address these questions, for example by linking payment to the achievement of specified outcomes or by establishing gain-share mechanisms that reward successful innovation.
There is a shortage of professionals with expertise in advanced digital tools and MMC processes. This skills gap affects both design and delivery teams and can slow or complicate implementation. For employers, this creates risks that must be managed through careful selection of consultants and contractors and through contractual requirements that ensure appropriate expertise is deployed. Legal project advice can assist in formulating these requirements and in establishing appropriate remedies if they are not met.
Cultural resistance remains a factor in some parts of the industry, with some stakeholders remaining wary of moving away from familiar, traditional approaches, particularly where they perceive heightened delivery or performance risk or lack direct experience of the newer methods. Landowners and employers may encounter this resistance when seeking to procure innovative solutions, potentially limiting competition or affecting the quality of tenders received. Legal advisers can help to design procurement processes that encourage innovation whilst providing appropriate assurance to more cautious market participants.
MMC projects may not fit easily within existing planning, building control or other regulatory frameworks, giving rise to additional scrutiny and potential delays. For landowners, this is a particularly significant consideration, as planning and regulatory risks can affect both the viability and the programme of a development. Early engagement with relevant authorities, supported by legal advice on the applicable requirements and the best approach to satisfying them, can help to mitigate these risks.
Looking ahead, the adoption of digital technologies and MMC is expected to increase significantly. Likely developments include expanded use of AI and machine learning for predictive analytics, from forecasting project risks to optimising resource allocation. Wider deployment of modular construction is anticipated, particularly to accelerate the delivery of affordable housing and public infrastructure. Greater investment in 3D printing and digital twin capability is expected, supporting more sophisticated design, monitoring and asset management. Continued and potentially enhanced government support for innovation in construction methods and technology is also likely.
Collectively, these trends point towards a UK construction sector that is more efficient, sustainable and resilient. For landowners and employers, this trajectory underscores the importance of engaging early with digital strategy and MMC options, both to capture the benefits and to navigate the associated commercial, contractual and regulatory implications.
Legal project advice is central to this engagement. By understanding the opportunities and risks presented by emerging technologies and construction methods, we can help landowners and employers to make decisions that are informed, strategic and aligned with their broader objectives. From the initial consideration of development options through to the negotiation of contracts, the management of the construction phase and the operation of the completed asset, legal expertise adds value at every stage.
The transformation of the UK construction industry through digital technologies and Modern Methods of Construction presents landowners and employers with unprecedented opportunities to achieve projects that are delivered faster, more efficiently and more sustainably than has previously been possible. However, realising these opportunities requires informed decision-making, careful risk management and robust compliance with regulatory requirements. Legal project advice provides the expertise and support that landowners and employers need to navigate this changing landscape with confidence, protecting their interests whilst enabling them to capture the full benefits of innovation. In an industry undergoing profound change, the value of such advice has never been greater.
Authored by Lauren Bruce and Gillian Thomas.