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27 June 2025
4 min read
Admin

AI-Enhanced Auditing: From Sampling to Continuous Assurance

Major accounting firms are already implementing AI solutions across their audit practices.

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The auditing profession in Australia is undergoing a significant transformation. Where auditors once relied on manual sampling of transactions and paper-based checklists, artificial intelligence (AI) and machine learning are now enabling the analysis of entire data sets in real-time. This shift promises to enhance audit quality, improve efficiency, and fundamentally change how assurance services are delivered.

Traditional Auditing vs AI-Enabled Continuous Assurance

Traditional auditing has long relied on sampling methods. Auditors would select a representative sample of transactions to test, extrapolating their findings to form opinions about entire financial statements. This approach, while practical given technological limitations, inherently carried risks – important anomalies could be missed if they fell outside the selected samples.


AI-enabled continuous assurance represents a fundamental departure from this model. Rather than examining samples at year-end, AI systems can monitor 100% of transactions as they occur, flagging anomalies in real-time. This shift from periodic sampling to continuous monitoring transforms auditing from a retrospective exercise into a proactive risk management tool.

How Australian Firms Are Using AI in Audit Processes

Major accounting firms are already implementing AI solutions across their audit practices. EY has rolled out a fresh suite of generative AI tools across Australia, with these tools automating traditionally time-consuming tasks such as document review and checklist completion. This automation allows audit teams to redirect their efforts toward areas requiring professional judgment and deeper analysis of high-risk areas.


The practical applications extend beyond simple automation. AI systems can now:

  • Analyse entire general ledgers rather than samples
  • Identify unusual patterns or outliers in financial data
  • Cross-reference multiple data sources simultaneously
  • Generate risk assessments based on historical patterns
  • Automate the preparation of audit documentation

Auditors as "Air-Traffic Controllers" for AI

CPA Australia's INTHEBLACK publication describes the emerging role of auditors as "air-traffic controllers" for AI systems. This analogy captures the shift in the auditor's role – from performing detailed procedural work to overseeing and directing sophisticated AI systems that handle the data processing.

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In this new model, auditors:

  • Set parameters and risk thresholds for AI systems
  • Interpret and investigate anomalies flagged by AI
  • Apply professional skepticism to AI-generated insights
  • Ensure AI systems are functioning correctly and ethically
  • Maintain overall responsibility for audit quality and conclusions

Industry-Wide Transformation

The transformation extends beyond individual firms. According to KPMG, AI is set to transform both financial reporting and auditing across the industry. Their research indicates that AI adoption in auditing is not just improving current processes but enabling entirely new service offerings.


Key transformations include:

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  • Moving from annual audits to continuous assurance services
  • Providing real-time insights to clients about their financial health
  • Offering predictive analytics about potential future risks
  • Delivering more comprehensive coverage at lower costs

Benefits and Implications

The benefits of AI-enhanced auditing extend to all stakeholders:


For audit firms:

  • Increased efficiency and reduced manual work
  • Ability to handle larger volumes of data
  • Enhanced audit quality through comprehensive testing
  • New service offerings and revenue streams

For clients:

  • Real-time identification of issues
  • More comprehensive audit coverage
  • Proactive risk management insights
  • Potentially lower audit costs over time

For investors and regulators:

  • Greater confidence in financial statements
  • More timely detection of irregularities
  • Enhanced transparency in financial reporting

Looking Forward

The transition to AI-enhanced auditing represents both an opportunity and a necessity for Australian accountants. As KPMG's analysis suggests, this is not a distant future scenario but a current reality reshaping the profession.

For accountants, this means developing new skills in data analytics, AI oversight, and technology management while maintaining core competencies in professional judgment and ethical standards. The profession is not being replaced by AI but rather enhanced by it, with auditors taking on more strategic, analytical roles.

As the technology continues to evolve, we can expect to see further innovations in how assurance services are delivered. The shift from sampling to continuous assurance is just the beginning of a broader transformation that will redefine what it means to provide audit services in the digital age.

Australian accountants who embrace these changes and develop the necessary skills to work alongside AI will find themselves well-positioned to deliver higher-value services to their clients while contributing to a more transparent and trustworthy financial ecosystem.

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Written by Admin
Last updated: 27 June 2025

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