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The practical implementation of AI in accountancy

Jun 11, 2026

AI will not diminish the role of accountants – it will elevate the value of what only accountants can do, writes Neil Hughes, FCA FCPA

From tradition to transition

For centuries, accountancy has been a profession grounded in human judgement. It evolved slowly, shaped by careful observation, disciplined record-keeping, and the belief that financial truth emerges through deliberate scrutiny. Accountants were not merely processors of numbers; they were interpreters of reality, entrusted with translating economic activity into structured meaning. Their work required patience, consistency, and confidence in the reliability of human reasoning.

Today, however, this long-established equilibrium is shifting. Artificial intelligence (AI) is no longer a distant possibility or experimental tool; it is becoming embedded in daily practice, quietly reshaping workflows, redefining data, and altering how insight is produced. Tasks once performed manually are increasingly being absorbed into intelligent systems, while the role of the accountant expands beyond calculation toward interpretation, communication, and strategic judgement.

AI’s entry into practice

The entry of generative AI (GenAI) into accountancy began in modest ways between late 2022 and early 2023 following the public release of large language models (LLMs) such as ChatGPT. 

Early use cases for GenAI include drafting correspondence, summarising documents, and interpreting complex regulatory language. These tasks appeared minor, almost administrative, yet they contained the seeds of a deeper change. As AI systems improved, they no longer required constant direction. They began to gather information independently, identify patterns, and generate structured outputs from unorganised data. Over time, as generative AI and advanced machine learning systems rapidly evolved, AI transitioned from a tool that supports tasks to one that advances them.

How workflows are changing

This evolution has changed both the rhythm and structure of accountants’ work. Tasks that once moved step by step between individuals are increasingly embedded within continuous digital processes in which documents are interpreted, categorised, and directed automatically. As repetitive processing declines, accountants are spending more time on analysis, explanation, and advice. In firms that have embraced these capabilities, workflows have stabilised, errors have declined, and time once consumed by routine tasks has been redirected toward thinking and decision-support. The profession is moving, quietly but decisively, from execution to insight.

Foundations of effective implementation

However, this transformation reveals a critical limitation. Many firms are drawn to the promise of AI, yet relatively few have succeeded in embedding it effectively. The primary obstacle is not resistance or lack of vision; it is the absence of reliable foundations. AI depends on clean data, consistent systems thinking, and restructuring around the design work. Without these elements, even the most advanced technology cannot produce meaningful outcomes. In this sense, the future of accountancy does not begin with intelligence, but with data and structure.  

A revolution in audit

Audit offers perhaps the clearest illustration of AI’s transformative potential. For decades, auditors relied on sampling because it was not feasible to examine every transaction within complex systems. AI shifts that constraint by enabling the analysis of complete data populations, often in real time, revealing patterns and irregularities that would otherwise remain hidden. Modern audit teams can analyse entire ledgers, compare flows across systems, detect anomalies within vast datasets, read contracts, verify supporting documents, and identify relationships between events that are invisible to unaided observers. The result is an audit process that is both broader and deeper than was previously achievable.

Yet this expansion of capability does not eliminate the role of the human auditor. It redefines it. AI can detect patterns, but it cannot determine their meaning. It cannot interpret intention, assess ethical implications, or decide which issues require escalation. These remain fundamentally human responsibilities. The auditor becomes not a collector of evidence, but an interpreter of it. In this new partnership, AI expands what can be seen, while human judgment determines what it signifies. 

Tax and forecasting

Beyond audit, similar changes are unfolding across tax and financial forecasting. In tax practice, AI can gather documentation, perform calculations, prepare returns, and monitor regulatory developments across jurisdictions with a speed and consistency that manual methods struggle to match. In forecasting, AI systems analyse historical and current data to predict cash flow, identify risks, and highlight potential opportunities. These outputs are not flawless, but they offer a level of visibility that organisations have long sought, shifting attention from retrospective reporting to more forward-looking insight.

Rising expectations of accountants

As routine tasks recede into the background, the expectations placed on accountants begin to change. Technical accuracy becomes assumed rather than admired. What gains importance is the ability to interpret results, communicate clearly, and guide decision-making in uncertain environments. Clients increasingly want more than accurate reporting and compliance; they seek guidance that connects financial information with real-world decisions. The profession is moving beyond compliance toward influence.

Governance, oversight and trust 

Alongside these developments comes a growing need for governance. AI processes information at remarkable speed, yet its logic is often opaque, making outputs difficult to challenge or verify without clear oversight. Firms therefore need to document how systems operate, how data is handled, and how conclusions are generated. Clients, regulators, and other stakeholders increasingly expect AI to be explainable, supervised, and aligned with ethical standards. Governance becomes not just a formal high-level policy, but a daily discipline that protects trust and ensures that technology strengthens, rather than weakens, the integrity of the profession and the value it offers.

The enduring value of human capabilities

This increases the value of distinctly human capabilities. Communication becomes essential, particularly the ability to explain complex concepts in accessible language and to frame risk and opportunity with clarity. Strong relationships help firms understand needs that clients may not yet have articulated, anticipate challenges, and collaborate on solutions. Ethical judgment also becomes more visible as decisions increasingly affect broader stakeholder interests. Within organisations, collaboration, adaptability, and emotional intelligence (EQ) matter more as work spans disciplines, systems, and geographies. Firms differentiate themselves less by processing efficiency than by the quality of interaction, insight and advice they provide.

The accountant as trusted advisor

Looking ahead, the accountant’s role is increasingly that of the trusted advisor. Clients look for professionals who understand strategic context, market dynamics, and industry realities, rather than those who simply produce financial statements. Advisory work becomes more central as organisations seek help in navigating uncertainty, framing trade-offs, responding to regulatory change, and supporting transformation. Technical expertise remains essential, but it is no longer sufficient on its own. Firms that succeed will be those that combine technical precision with human-centred capabilities, delivering not just information, but insight, judgement, and enduring value.

Conclusion

Taken together, these developments show a profession being reshaped at multiple levels. AI does more than enhance existing methods: it changes how financial information is generated, analysed, and applied. AI increases efficiency, expands visibility, and alters the boundaries of what is possible, while also creating new dependencies on data quality, data governance, and system integration. AI is no longer an emerging technology waiting on the horizon; it is already becoming embedded in the fabric of the profession.

And the most important change is in redefinition of the human contribution. AI does not replace accountants; it shifts their focus, removing the burden of repetition and creating more space for judgement, interpretation, and communication. The future of accountancy will be shaped not only by technological capability, but by how effectively firms adapt to this new balance. Those that invest in strong data foundations, responsible governance, and the development of human skills will be best placed to lead. In that future, the accountant remains essential not as a processor of numbers, but as a trusted interpreter of complexity, ethics and purpose in a profession increasingly shaped by intelligent systems.

  • Neil Hughes, FCA FCPA, is CEO at Azets Ireland

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