• Introduction
• The Challenge
• The Result
• Conclusion

Introduction

Mergers bring opportunity, but they also bring complexity. When two established organisations come together, aligning people, processes and systems take time. While the strategic vision may be clear, the operational reality can present practical challenges along the way.

This was the position facing Guy’s and St Thomas’ NHS Foundation Trust (GSTT) and Royal Brompton & Harefield NHS Foundation Trust (RBHFT).

Following their 2021 merger, the newly affiliated organisations were operating across separate legacy email systems. While teams were united in purpose, their digital environments remained divided, limiting collaboration and slowing integration.

Veracity were engaged as a trusted delivery partner to help the GSTT navigate this complexity. Our goal wasn’t just to move emails or platforms from A to B; it was to build a unified digital foundation that would support increased productivity and collaboration for 35,000 staff, ensure rigorous compliance and security, drive strategic identity, and delivery significant annual savings.

A Divided Digital Identity

Bringing two large NHS Trusts together inevitably brings operational complexity. For GSTT and RBHFT, one of the immediate challenges was aligning their digital environments.

Following the merger, 35,000 staff continued to operate across two separate legacy email systems. While the organisations had formally joined, their digital infrastructure was still separated, creating friction in day-to-day operations and limiting the benefits of full integration.

Strengthening Compliance and Security

A key concern was regulatory compliance. The existing on-premise platforms did not hold full DCB1596 accreditation, which is the NHS England standard for secure data sharing.

In a healthcare setting, where sensitive information must be protected at every stage, this presented a material risk. Addressing it was not simply a technical upgrade; it was essential to strengthening cyber security resilience and ensuring alignment with national standards.

Removing Barriers to Collaboration

At a practical level, separate systems created avoidable complexity.

Colleagues could not easily access contact details across the merged organisation, making cross-site collaboration more difficult than it needed to be. For clinical and specialist teams working across Trust boundaries, seamless communication is fundamental.

Although operating as one organisation, the digital experience did not yet reflect that reality.

Demonstrating Branding & Corporate Alignment

Although both trusts were effective entities individually, there was a lack of corporate identify and branding alignment since the merge, and the potential strength of the combined trusts wasn’t being utilised.

The programme intended to demonstrate that the combined organisation was a single entity rather than several that had been grouped together.

Reducing Cost and Complexity

Maintaining two email infrastructures also carried a financial and operational burden. Running parallel systems required ongoing technical support and investment, resources that could otherwise support frontline clinical systems and innovation.

The Trust needed a solution that would reduce duplication, manage risk and create a unified, sustainable digital foundation for the future.

Secure, Collaborative, and Cost-Efficient

Migrating 35,000 users and 200TB of data was a significant undertaking and the results speak for themselves. This project didn’t just meet technical goals; it created lasting business value that will support the Trust for years to come.

Substantial Financial Savings

By retiring third-party email security solutions, consolidating licensing fees, and reducing infrastructure costs, the Trust is set to deliver significant annual savings. The project’s capital investment is projected to pay for itself within just four years, and a clear example of financially viable digital transformation.

Enhanced Cybersecurity

The new platform is fully DCB1596 accredited, eliminating the cybersecurity risks associated with legacy systems. Mandatory Multi-Factor Authentication (MFA) shifts responsibility for email security to the robust NHSmail platform. The Trust is now more secure, resilient, and compliant.

Seamless Collaboration

The “them and us” divide is gone. All colleagues now use a single email suffix and share a unified global directory. Internal and external communications with NHS partners are seamless, streamlining clinical and operational workflows. Staff can focus on what matters most: patient care.

Sustainability Wins

Decommissioning on-site servers reduced power consumption, directly supporting the Trust’s strategic “Carbon Zero” goal, proving that digital transformation can deliver both financial and environmental benefits.

Conclusion

This project demonstrates that with the right partner, even complex digital transformations are achievable. We delivered more than a technical migration; we created a strategic asset that saves money, ensures compliance, and unifies the workforce.

With all projects and programmes, there are challenges that need to be overcome. Veracity worked with GSTT as a partner, where we collaborated to achieve the project goals. Furthermore, we are working with them post-project to ensure all benefits are realised, and the potential efficiencies are delivered.

If you are considering undertaking a mail migration, or are investigating the idea of moving to the NHS.net central tenant platform, we can help. We will work with you as a partner to guide you through the pre-project requisites in preparation, business case development and approval, and support the end-to-end-delivery as a collaborative team.

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Guy’s and St Thomas’ NHS Foundation Trust (GSTT) faced a critical setback when its PMO was dismantled during a restructure, leaving a vacuum in governance and delivery oversight. The new Central PMO focused on administering a PPM tool but lacked the strategic functions to support the project management community. As a result, GSTT’s organisational maturity declined significantly (scoring 3/10), project delivery faltered, and risks escalated.

• Introduction
• The Challenge
• The Solution
• Result

Introduction

Veracity partnered with GSTT to deliver a phased, capability-building solution to rebuild the PMO. Through a discovery-led approach, we identified key skill gaps and delivered targeted coaching, training, and process standardisation. The strategy prioritised quality control, improved reporting, and empowered Programme Managers with actionable insights.

The transformation enabled project management competency to surge and delivery timelines to stabilise. GSTT’s organisational maturity improved significantly, enabling consistent, high-quality outcomes. With a full knowledge transfer completed, Veracity exited promptly, leaving the Trust equipped to sustain its PMO independently.

The Challenge

After a major restructure, GSTT dismantled its PMO, which had provided governance, delivery oversight, and quality assurance for programmes. It was replaced by a Central PMO with a limited role focused on managing project artefacts and administering a new PPM tool, lacking the strategic functions and capability to guide or support the project management community.

This shift triggered a cascade of delivery challenges:

• Capability Concerns: Project Managers were left without structured training, guidance, or essential support functions.
• Operational Blind Spots: Programme Managers struggled to make informed decisions due to unreliable project status data and inconsistent reporting.
• Low Maturity & High Risk: Organisational maturity dropped to 3/10. Basic project management practices were frequently missed, leading to missed deadlines and cost overruns.
• Fragmented Documentation: Project repositories were poorly maintained, threatening continuity amid high resource turnover.
• Disconnected Delivery: The Service Introduction team was excluded from early project phases, compromising quality outcomes.

GSTT’s delivery environment had become fragmented and reactive, placing strategic outcomes at risk.

Our Solution

To restore delivery confidence, Veracity deployed a four-phase solution focused on strengthening governance, uplifting skills, and embedding sustainable practices.

Phase 1: Discovery (1 Month)

• Interviewed key stakeholders to assess maturity, delivery quality, and skill gaps.
• Mapped existing processes and identified breakdowns in governance, reporting and documentation.
• Evaluated the Central PMO’s effectiveness and alignment with strategic needs.

Phase 2: Remediation & Design (2 Weeks)

• Developed a standardised Project Delivery Lifecycle (PDLC) framework.
• Structured Teams sites to align with PDLC phases for consistent documentation.
• Defined mandatory and optional artefacts for each delivery stage.

Phase 3: Execution (4 Months)

• Delivered coaching and blended training to Project Managers on planning, risk, and reporting.
• Established weekly Project Review Boards (PRBs) to improve visibility and accountability.
• Partnered with the Transition team to embed Service Acceptance Criteria early in delivery.

Phase 4: Strategic Uplift (3 Months)

• Used enhanced reporting to support portfolio-level decision-making.
• Assessed delivery capacity and skill quality to inform future resourcing.
• Introduced governance boards to approve project progression and enforce quality standards.
• Veracity advised GSTT to defer the PPM tool implementation, prioritising foundational improvements to ensure any tool could be utilised effectively long-term.

Key Success Factors and Value Delivered

The transformation of GSTT’s PMO was driven by a combination of strategic enablers and tangible outcomes:

• Leadership and Governance: Strong leadership with a clear vision ensured alignment with strategic goals.
• Comprehensive Training and Coaching: Targeted development uplifted project management competencies in planning, risk management, and reporting.
• Structured PMO Framework: A robust PDLC and governance model provided consistency and quality assurance.
• Effective Communication and Collaboration: Transparent engagement fostered trust and improved coordination.
• Data-Driven Decision-Making: Enhanced reporting enabled Programme Managers to make informed decisions.

These success factors translated into measurable value:

• Re-established governance and delivery oversight.
• Increased organisational maturity and autonomous delivery capability.
• Reduced skill gaps and improved adherence to project standards.
• Achieved cost and time efficiencies while safeguarding patient outcomes.
• Empowered Programme Managers with actionable insights.
• Secured stakeholder support and embedded a culture of continuous improvement.

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Director of Portfolio Delivery , Guy’s and St Thomas’ NHS Foundation Trust

“Upskilling the team through coaching enabled the project teams to identify areas where they could reinstate lost ways of working and good practise. The approach was sensitive and flexible and was able to facilitate different skill and maturity levels.

This not only improved the morale with the team building up confidence but also improved the delivery of projects as a whole as learning was put into practise”

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The UK Ministry of Justice (MoJ) faced persistent difficulties delivering prompt and accurate financial accounts, hindering both credibility and compliance. Veracity assigned a dedicated team to work closely with the Ministry of Justice, integrating seamlessly into their operations, swiftly overhauling processes, upskilling staff, and building trust across departments.

• Introduction
• The Challenge
• The Solution
• Result
• Conclusion

The Ministry of Justice manages legal and judicial services in England and Wales, overseeing significant public funds with a focus on transparency. Consolidating 35 agencies and public bodies into a single set of year-end financial accounts and reports was a major challenge.

After years of missed deadlines for laying the financial accounts, the MoJ needed an expert partner to improve the financial processes.

The Challenge

For the last few years, the MoJ struggled to lay its year-end financial accounts on time. Several challenges undermined effectiveness:

• Chronic Delays: Missed reporting deadlines reduced reliability and stakeholder confidence.
• Qualified Accounts: Some records failed audits, causing repeated qualifications.
• Capability Gaps: Finance teams lacked experience with best practices and modern tools.
• Reputational Damage: Late, inaccurate accounts decrease morale, trust, and drew more scrutiny from auditors and regulators.

The MoJ needed to rebuild trust, address skills gaps, and create a culture of accurate financial reporting and excellence.

Proposed Solution and Approach

Veracity was already embedded within one of the MoJ departments, delivering the financial accounts on behalf of the organisation. The significant improvements that were implemented and delivered by Veracity were recognised, therefore MoJ had chosen Veracity to drive a major turnaround at the group level. Their approach included:

• Embedding Expertise: 21 Veracity associates were deployed within specific MoJ departments, integrating into daily finance operations to understand the problem areas.
• Focused Assessment: Rapid reviews were conducted to identify skill and process gaps. Veracity collaborated with stakeholders regularly to ensure targeted changes were agreed.
• Process Improvements: Correcting inaccuracies to models and cleansing data to ensure accurate valuations and provisions, deployed best practice audit methodologies and compliance with IFRS as well as streamlined workflows for better reliability and transparency
• Upskilling Through Mentoring: During delivery, Veracity trained and mentored staff at all levels, building long-term capability at no extra cost.

This approach ensured compliance with relevant accounting standards and financial reporting requirements while building the skills and processes in-house, needed for future success.

Outcomes & Benefits

Veracity’s intervention delivered measurable, group-wide results:

• On-time Accounts: For the first time in years, the MoJ delivered all financial accounts on time in year one and was the first Government Department to deliver their financial accounts the second year.
• Qualified Accounts Cleared: Record-keeping issues and IFRS classifications were resolved, clearing auditor qualifications by year two.
• Enhanced Capability: Civil servants received tailored mentoring, enhanced tools and models improving ownership and professional growth, which in turn ensured accurate financial reporting moving forward.
• Rebuilt Trust: Auditors and stakeholders reported renewed confidence in the MoJ’s financial integrity.

Conclusion

The partnership between the Ministry of Justice and Veracity shows how expertise can transform complex public sector operations. Veracity restored on-time reporting, cleared historic qualifications, and helped the MoJ regain financial credibility while building future resilience. The result: an empowered finance team and a culture of excellence. To see how Veracity can help, [book a consultation] or explore our case studies.

Senior Finance Manager, Ministry of Justice

“Our year-end process has transformed. We’ve gone from firefighting and missed deadlines to a proactive approach praised by auditors. Veracity’s focus on building our team’s skills has prepared us for the future.”

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The UK Home Office needed to upgrade its complex immigration and border processes in the wake of significant policy shifts like Brexit. Veracity delivered end-to-end financial solutions, supported programme governance and infrastructure, and executed the funding strategy to gain funding to deliver the transformation programme. The deliverables resulted in successful roll-outs of visa and border solutions and improving service speed and customer experience.

• Introduction
• The Challenge
• The Solution
• Result
• Conclusion

Introduction

Faced with new policy requirements and surging demand post-Brexit, the Department was required to modernise its approach. When standing up a programme, one of the priorities would be to get funding.

This prompted a search for an expert partner who could not only craft high-impact business cases, but also help shape the case for change, develop options and agree the scope.

The Challenge

Prior to engaging Veracity, the Home Office had less experience compared to other Departments in drafting business cases and getting funding for large programmes.

There was no established financial strategy or experience in presenting the best business case to obtain funding for such a large-scale programme.

The Solution

Veracity took a strategic, hands-on approach, supporting the SROs and working with various teams to understand the challenges and therefore build a case for change. We also helped shape the direction and scope of the programme by building valid options within the business case and key outcomes for the preferred option. The clearer the outcomes the more robust our costings and benefits quantification can be. The solution included:

• Business Case Creation: Developed strong business cases supported by robust costs and benefits which allowed for HM Treasury and Infrastructure Projects Authority approval, securing approval to proceed with delivery and full funding for the programme.
• Programme Infrastructure: Supported with establishing the foundation for a Project Management Office, setting up the Finance, Benefits and Risk Management functions as well as the development of key models to support costings and resource allocation.
• Operational Management: Delivered finance and change support, including budgeting, forecasting, and on-the-ground delivery, while meeting complex government requirements and adapting to funding and policy changes.
• Strategic Guidance: Partnered with the Home Office to shape the scope and develop key outcomes for the programme like eVisas, eGates, and business change.

Result

• Secured initial and ongoing funding (~£800m 20/21 and ~£500-700m each year) for the entire programme which funded over 250 FTEs.
• Identified and on target to achieve over £1b of benefits.
• Successfully delivered foundational frameworks to support the delivery of digital immigration and border services to meet increasing demands as well as elevating user experience for customers.
• Created best practice tools and templates that are reused across other transformation programmes within the Home Office.
• Supported in creating a PMO model and tools that exemplified the Home Office’s ability to adapt, evolve, and lead in digital transformation. The programme was nominated twice for programme of the year across Whitehall.
• Provided critical support for other urgent Migration and Borders programmes, including the Ukraine visa response.

Conclusion

The work that Veracity delivered at the Home Office has not only set the foundations to support successful delivery of a modernised border and visa operations but also established a robust blueprint for future transformation for the Home Office. Looking ahead, this relationship sets the stage for further innovation and efficiency, reinforcing the Home Office’s capacity to respond to any challenge with confidence and agility.

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3:27 mins

In today’s fast-paced and ever-changing business landscape, resilience has become the cornerstone of success. Thriving organisations aren’t defined by the size of their budgets or the complexity of their systems, but by their ability to adapt swiftly, make confident decisions in uncertain times, and embrace change as an opportunity for growth.

Resilient companies not only navigate change effectively but also seize the chance to emerge stronger, ensuring business continuity and securing a competitive edge for the future.

Building resilience requires more than tools or initiatives, it demands a mindset shift and cultural transformation. However, tools like AI, automation, and robust frameworks play a role in enabling organisations to implement and sustain resilience strategies effectively.

Why Resilience is a Strategic Advantage

Digital transformation continues to reshape industries, supply chains remain unpredictable, and regulatory requirements grow more complex. At the same time, organisations work with legacy systems, siloed teams, and processes that have evolved organically over years. Without deliberate design, work slows down, information gets stuck, and decisions are delayed.

Research shows that organisations exhibiting resilient behaviours, such as knowledge sharing, regular performance reviews, and bottom-up innovation, are far more likely to weather disruption successfully. These organisations don’t just survive challenging periods; they often pull ahead of competitors who lack these capabilities. Resilience is a pathway to growth, enabling organisations to secure a competitive edge and achieve long-term success.

What A Resilient Organisation Looks Like

Resilience is built on several factors that ensure organisations can adapt, recover, and thrive in the face of change. According to research conducted by Gallup, resilient organisations achieve a 14% increase in productivity and are 23% more profitable.

1. Organisational Agility

Embedding agility into the company culture enables organisations to respond quickly to change, whether it’s a market shift, technological advancement, or regulatory update. Agile practices, such as iterative delivery and regular feedback loops, empower teams to solve problems proactively and adapt to evolving circumstances. This approach not only enhances responsiveness but also fosters innovation and collaboration across the organisation.

2. Well-Designed Enterprise Structures

A resilient organisation requires robust enterprise structures that streamline decision-making and eliminate bottlenecks. Mapping how decisions flow through the organisation and identifying areas where information gets stuck can dramatically improve responsiveness. Clear governance frameworks ensure that decisions are made efficiently and align with organisational goals.

3. Strategic Portfolio Management

Strategic portfolio management is essential for allocating resources effectively and aligning initiatives with long-term goals. Organisations need genuine portfolio visibility to identify dependencies, address capacity constraints, and evaluate the cumulative impact of change. By adopting a robust framework, leaders can gain the insights needed to prioritise initiatives and make informed decisions. This approach ensures that transformation efforts are well-coordinated and deliver measurable outcomes.

4. People-Centric Resilience

At the heart of resilience are the people who drive an organisation forward. Empowering teams through training, mentoring, and upskilling ensures they can adapt, learn, and continue progressing even during times of considerable change. A resilient workforce is one that can absorb the initial shock of a disruption and pivot effectively to maintain operations. Organisations that prioritise diversity, inclusion, and a culture of agile learning are better equipped to navigate workforce fluctuations and retain top talent.

5. Intelligent Automation and AI Readiness

Incorporating intelligent automation and preparing for AI adoption are key to building resilience in a rapidly evolving technological landscape. AI Readiness involves equipping teams with the skills and tools needed to leverage AI effectively, while intelligent automation streamlines operations and reduces inefficiencies.

These capabilities not only enhance operational resilience but also position organisations to capitalise on emerging opportunities.

AI is transforming workplaces, but human-centric skills like adaptability and emotional intelligence are more valuable than ever. Workplace Trends research by the Resilience Institute in 2025 shows that resilience training helps employees thrive alongside AI by fostering creativity and reducing anxiety.

Building Resilience Through Proactive Strategies

Building a change-resilient organisation requires a proactive approach that addresses both cultural and structural challenges. Key strategies include:

Embedding Agility into the Culture: Foster a mindset of adaptability and continuous improvement across all levels of the organisation.

Leveraging Data for Informed Decision-Making: Use advanced analytics and AI-driven insights to identify risks, prioritise initiatives, and make strategic decisions.

Implementing Robust Risk Management Frameworks: Develop comprehensive plans that anticipate disruptions and outline clear responses to mitigate their impact.

Investing in People: Support new ways of working with clear communication, targeted training, and coaching. Create psychological safety to encourage experimentation and learning from mistakes.

Resilience as a Competitive Advantage

In today’s volatile and complex risk landscape, resilience is a strategic imperative. By adopting a proactive and adaptive approach, organisations can mitigate risks and uncover new opportunities for innovation and growth. Resilience transforms challenges into stepping stones, empowering organisations to thrive, outpace competitors, and achieve lasting success.

Ready to turn resilience into your competitive advantage? Contact us today to discover how we can help your organisation thrive in an ever-changing business landscape.

3:43 mins

The finance function is at a turning point. No longer confined to traditional reporting, finance teams are now expected to predict what’s coming, guide strategic decisions, and deliver measurable outcomes. This shift is driven by rapid technological advancements, rising regulatory complexity, and the growing demand for real-time insights.

As organisations adapt to this evolving landscape, finance must embrace transformation to remain competitive. By leveraging AI governance, intelligent automation, and robust data strategies, finance teams can move from reactive reporting to proactive, strategic partnership.

The role of finance is much more than managing costs, it’s about driving innovation, enabling growth, and shaping organisational strategy.

This article explores the key trends shaping finance in 2026 and how organisations can prepare to lead the way.

Finance Trends to Watch in 2026

AI-Driven Automation

AI-driven automation ultimately enables finance teams to focus on strategic priorities. AI-powered tools are now handling complex reconciliations, anomaly detection, and forecasting, freeing up time for higher-value activities. By 2026, Gartner predicts that 90% of finance functions will deploy at least one AI-enabled solution, making AI readiness a critical priority.

To succeed, organisations must take a strategic approach to automation. Processes that consume the most time and resources, such as expense management or financial close cycles, need to be identified first. Implementing AI tools in these areas can deliver immediate value while laying the groundwork for broader transformation. Equally important is upskilling teams to work alongside AI, ensuring they can interpret outputs and make informed decisions.

Predictive Analytics

The ability to foresee market shifts, operational changes, and pricing impacts is elevating finance from a reactive function to a proactive and strategic business partner. Predictive analytics enables finance teams to model scenarios, identify risks, and guide decision-making with confidence, even in volatile conditions.

A study published in the International Business & Economics Studies (IBES) Journal in 2025 highlights the transformative role of predictive analytics, showing 76.6% better forecasting and 73.3% faster decision-making.

However, the effectiveness of predictive analytics depends entirely on the quality of the data it uses. Building a strong data foundation is essential, ensuring that information is clean, integrated, and accessible.

Collaboration with other departments in 2026 will also enable finance leaders to align forecasts with organisational goals, creating a more integrated approach to planning and decision-making.

Integrated Planning Models

Siloed planning won’t be sustainable in 2026. Leading organisations are adopting integrated models that connect operational, workforce, and financial plans. This approach allows finance to contribute meaningfully to strategic discussions, offering insights on feasibility, risk, and resource allocation.

For instance, a company planning a major product launch can use integrated models to align marketing spend, production capacity, and financial forecasts. This not only ensures resources are allocated effectively but also enables teams to respond quickly to changes in market conditions. By breaking down silos, finance can act as a unifying force, driving collaboration and agility across the organisation.

Sustainability Reporting

As regulatory requirements around environmental, social, and governance (ESG) factors grow, finance professionals are now expected to apply the same rigor to ESG data as to financial data. This trend underscores the need for robust data frameworks to ensure compliance and transparency.

Organisations can address these demands by creating clear ESG reporting frameworks aligned with their broader business objectives. Tools that track and measure sustainability metrics can simplify this process, while also providing valuable insights for decision-making. For example, embedding sustainability into financial planning enables companies to demonstrate their commitment to long-term value creation.

By 2026, finance teams that fail to integrate ESG considerations risk falling behind both regulatory requirements and stakeholder expectations.

Preparing Your Finance Function for the Future

Transforming finance is about creating a function that adapts to changing organisational needs and delivers meaningful insights. Here’s how leading organisations are building future-ready capabilities:

1. Modernise Systems Strategically Evaluate where legacy systems create bottlenecks. Cloud-based platforms often offer better automation and integration, but migration should focus on areas that deliver the most immediate value.

1. Build Strong Data Foundations Reliable, integrated data is the backbone of analytics and automation. Investing in data strategy and framework development ensures systems can share information seamlessly, creating a solid foundation for advanced capabilities.

1. Develop Analytical Capabilities Upskilling your team to work with advanced analytics and modelling tools is essential. This might involve training existing staff, hiring specialists, or reallocating capacity from manual tasks to strategic analysis.

1. Align Finance with Business Strategy Regular collaboration between finance and executive leadership ensures that financial planning supports organisational priorities. This alignment drives clarity in resource allocation and accelerates transformation efforts.

Conclusion

The finance function of 2026 will be defined by its ability to adapt, innovate, and lead. By embracing AI, predictive analytics, integrated planning, and sustainability reporting, finance leaders can position their organisations for long-term success. However, transformation requires more than technology, it demands a strategic vision, strong data foundations, and a commitment to upskilling teams.

At Veracity Consulting, we understand the complexities of finance transformation. Contact us today to explore tailored solutions for your business and take the first step towards building a future-ready finance function.

02 Dec, 2025

4:30 mins

Artificial Intelligence (AI) is quietly transforming healthcare in the UK. From radiologists using AI to detect anomalies in scans to operations teams forecasting bed demand with precision, the technology is already making a tangible impact. However, the journey to widespread adoption is just beginning, and the potential for AI to revolutionise patient care and operational efficiency is immense.

The NHS AI Lab is at the forefront of this transformation, advancing healthcare through initiatives such as the AI in Health and Care Award. With at least £113 million allocated to support AI technologies across multiple stages of development, the programme aligns with the NHS Long Term Plan to address both clinical and operational challenges. Its scope includes improving diagnostics, streamlining workflows, enhancing resource management, and ultimately supporting better patient outcomes.

While AI adoption is still in its early stages, the difference between successful projects and those that fail often comes down to practical factors: the quality of the underlying data, the strength of governance frameworks, and whether clinicians were involved from the start.

This article explores how AI is reshaping healthcare, the challenges organisations face, and the steps needed to build AI readiness that delivers real results.

Where AI in Healthcare Is Making a Real Difference

Healthcare organisations are under immense pressure. Growing waiting lists, stretched staff, and increasing demand for services are pushing the system to its limits. AI offers a way to alleviate some of these challenges, and its impact is already being felt in key areas:

Diagnostics

AI-powered image analysis is helping radiologists work through scan backlogs more efficiently, catching details that might otherwise be missed during long shifts. For example, the NHS AI Lab has supported initiatives where predictive modelling helps trusts anticipate surges in demand, enabling better resource planning.

A study published in The Lancet Digital Health evaluated the impact of visual data on the diagnostic performance of multimodal AI platforms Results were promising, however, these systems require curated training data, clinician oversight, and standardised evaluation for safe implementation. The study highlights the need for further optimisation and real-world testing to enhance AI’s role in healthcare diagnostics.

Workflow Automation

Intelligent automation is streamlining administrative tasks like appointment scheduling, discharge coordination, and routine reporting. By reducing the time spent on paperwork, clinical staff can focus more on patient care.

These applications are past experimental, they’re becoming essential. However, implementing them effectively requires a blend of technical expertise, strong governance, and collaboration between clinicians and operational leaders.

The Real Obstacles

Despite its potential, adopting AI in healthcare is not without challenges. Many organisations struggle with:

• Legacy Systems: Outdated software that doesn’t integrate with modern tools creates barriers to AI adoption. Data stored in incompatible formats can render even the most advanced AI models ineffective.

• Black Box Algorithms: Clinicians need to trust AI tools, but opaque algorithms that don’t explain their decisions can undermine confidence, especially when patient outcomes are at stake.

• Skills Gaps: Limited in-house expertise hinders organisations from effectively evaluating AI solutions, deciding genuine capabilities from overhyped claims, and implementing tools that fit their workflows.

These challenges highlight the importance of building strong foundations before scaling AI initiatives.

Building AI Readiness That Works

Organisations seeing the most success with AI in healthcare aren’t necessarily those with the biggest budgets. What differentiates them is having invested in the fundamentals:

Strong Data Practices

The performance of AI models hinges on the quality of the data used for their training. Clean, interoperable datasets are essential for reliable results. Organisations must prioritise improving data quality, ensuring systems can communicate with each other, and establishing clear data governance frameworks.

Governance as Guardrails

Governance provides the structure needed to adopt AI safely and sustainably. For instance, NICE’s evidence standards outline the importance of embedding explainability, safety, and accountability into AI-enabled clinical workflows, offering a robust framework for AI adoption. Their independent advisory committee has approved five AI technologies for use in the NHS, enabling implementation while further evidence is collected over the next four years to fully evaluate their benefits.

When clinicians and stakeholders clearly understand how decisions are made and the safeguards in place, the path to adoption becomes significantly smoother.

User-Centred Design

AI tools must fit seamlessly into existing clinical workflows. Projects that involve clinicians from the outset tend to see stronger uptake and fewer issues during implementation. Designing with users in mind ensures that AI enhances, rather than disrupts, day-to-day operations.

Practical Steps Forward

Moving from interest to action doesn’t require a complete transformation overnight. Progress often comes from thoughtful, incremental steps:

1. Start with Governance: Define approval pathways, establish accountability, and set out how risks will be managed. A clear automation strategy provides a roadmap for implementation.

1. Invest in Data Capabilities: Improving data quality and interoperability not only supports AI but also enhances reporting, planning, and operational management.

1. Focus on High-Impact Use Cases: Choose problems that directly affect patient care or operational efficiency, such as diagnostic backlogs, patient flow issues, or early intervention opportunities.

1. Train Clinicians: Equip doctors and nurses with the knowledge to understand how AI systems work, when to trust them or when to question their outputs. This builds confidence and fosters collaboration.

1. Run Small Pilots: Start with controlled pilots in specific departments to identify challenges and demonstrate value before scaling up.

The Long-Term View of AI in Healthcare

The healthcare organisations that will benefit most from AI over the coming years are those that build capability methodically and create cultures where AI can be adopted safely and sustainably.

As AI governance and adoption mature, the impact on patient outcomes, workforce sustainability, and financial performance will grow. Predictive models will enable earlier interventions, workflow automation will free up clinical time, and augmented diagnostics will improve accuracy.

But none of this happens automatically. It requires investment in data quality, collaboration with clinicians, and governance frameworks that provide genuine accountability.

Making It Happen

For many healthcare organisations, the question isn’t whether AI could help, it’s how to start in a way that feels manageable. The technical complexity and skills gaps can feel overwhelming, but the right partner can make all the difference.

Whether you’re exploring AI for diagnostics, patient flow, or operational efficiency, our expert team at Veracity can help you assess your readiness, strengthen governance, and build sustainable capabilities.

We work alongside your team to design and implement solutions that genuinely work for your organisation.

Contact us today to start the conversation.

16 Mar, 2026