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Accountants and AI: Understanding the Impact on the Profession

10 min read
AI and the impact on the accounting profession

Artificial intelligence (AI) is rapidly reshaping how work gets done across industries, and accounting is no exception. The relationship between accountants and AI is evolving quickly, from early experimentation to deeper integration in day-to-day workflows. Today, AI is no longer just a productivity tool; it’s becoming a foundational part of how firms and organizations operate, deliver value, and compete.

At the same time, AI's impact on the accounting profession is complex. While many organizations are embracing automation and AI-driven insights, others are still building the skills, confidence, and governance structures needed to use these tools effectively. The result is a profession in transition where opportunity is growing, but so is the need for responsible, informed adoption. We've looked at multiple resources to get a clear look at where the profession stands currently to keep you better informed. 

Accountants and AI: From Emerging Technology to Core Business Tool

The relationship between accountants and AI has shifted significantly in just a few years. What was once considered an emerging technology is now becoming embedded into the core infrastructure of accounting firms. According to the AICPA's 2025 AI in Accounting Report, AI has moved from experimental use cases to becoming an “essential infrastructure” that enables firms to deliver more value through automation, insight, and efficiency1.

At the same time, broader enterprise trends reinforce this shift. Data from Deloitte’s State of AI in the Enterprise report shows that workforce access to AI tools has grown by roughly 50% from 2024 to 2025, reflecting how quickly organizations are scaling adoption. However, fewer than 60% of employees with access use AI regularly in their workflows, highlighting a persistent gap between access and meaningful adoption2.

This gap is especially relevant when considering how AI impacts the accounting profession. Firms are investing in AI tools, but true value depends on how effectively accountants use those tools within workflows, not just whether they are available.

How Accountants Use AI Today

Across the profession, accountants are integrating AI into their work in practical, targeted ways. Adoption typically begins with lower-risk use cases before expanding into more technical applications that affect core accounting processes.

Many accountants rely on AI to streamline communication and administrative tasks. For example, 63% of accounting professionals use AI to draft emails or improve tone, while 40% use it to generate meeting summaries and action items. These applications offer immediate time savings and help improve clarity and consistency in both internal and client-facing communication3.

AI is also playing a significant role in automating workflows and routine tasks. About 41% of professionals report using AI for workflow automation, freeing up time that would otherwise be spent on repetitive activities. In practice, this can include everything from transaction categorization to reconciliation support. Vendors in the accounting ecosystem report that these AI-enabled efficiencies can reduce time spent on certain tasks by 30% to 70%, demonstrating the technology’s tangible operational impact2.

Beyond automation, a 2025 study by Colibri Group, Becker's parent company, found that accountants are increasingly using AI for research and analysis. AI-powered tools, particularly those based on large language models, can reduce document analysis time by 50% or more by quickly synthesizing complex information. This capability is especially valuable in areas like tax research, audit preparation, and regulatory analysis, where large volumes of information must be reviewed and interpreted accurately.

The Expanding Role of AI in Accounting Firms

As adoption grows, the relationship between accountants and AI is moving beyond individual productivity to reshape entire firm operations. Many firms are transitioning toward a model that combines automation with human oversight, where AI handles routine work and professionals focus on higher-value activities. 

One of the most notable aspects of the AI impact on the accounting profession is the shift toward advisory services. As AI tools take on a larger share of compliance tasks, accountants are gaining more time to focus on strategic analysis and client advisory work. Survey data shows that 72% of accounting professionals believe AI will transform their role from compliance-focused to more advisory-oriented 3

This shift is not just theoretical; it is already influencing how firms operate. AI is being used to enhance financial forecasting, generate insights from data, and support real-time decision-making for clients. In some environments, these capabilities are enabling firms to offer new services, expand client relationships, and compete more effectively in an increasingly digital landscape. 

At the same time, firms that are more advanced in their AI adoption are beginning to realize a competitive advantage. Organizations that have integrated AI into workflows are improving efficiency, scaling operations, and creating new opportunities for growth. Conversely, firms that lag behind risk falling behind in both productivity and client expectations3.

The Human Side of Accountants and AI

While firms are investing heavily in AI, individual adoption among accountants is more uneven. The AI impact on the accounting profession is not just about tools—it is also about how professionals feel about using them and how prepared they are to apply them effectively. 

Overall sentiment toward AI is positive, with 85% of accounting professionals reporting that they are excited or intrigued by its potential3. However, this enthusiasm is tempered by concerns about accuracy, privacy, and over-reliance. For example, in Colibri Group's study, it was found that 63% of professionals are concerned about the accuracy of AI outputs, while 46% cite data privacy risks as a major issue. 

A significant barrier to adoption is the lack of training and understanding. About 42% of professionals report that they do not feel adequately trained to use AI tools effectively. This skills gap helps explain why many accountants are still using AI primarily for basic productivity tasks rather than more advanced, accounting-specific applications. 

Training plays a critical role in overcoming these challenges. Firms that invest in AI education see measurable benefits, including greater efficiency and higher employee confidence. In fact, employees at firms with AI training programs save more time on average than those without access to training, reinforcing the importance of structured learning initiatives3.

Building AI Fluency in the Accounting Profession

As the relationship between accountants and AI continues to evolve, fluency with AI is becoming a core professional skill. According to Deloitte’s research, organizations are prioritizing AI fluency by expanding access to tools and investing in education, but most have not yet redesigned their workflows or roles to fully incorporate AI capabilities2

In fact, 84% of organizations report that they have not fundamentally restructured jobs around AI, even as automation expectations grow. This suggests that while AI adoption is accelerating, many firms are still in the early stages of integrating it into their operating models2

For accountants, fluency means more than knowing how to use a tool. It involves understanding when AI is appropriate, how to validate outputs, and how to integrate AI into workflows without compromising accuracy or compliance. These skills are essential for maintaining the profession’s standards while taking advantage of new capabilities.

Challenges Shaping AI's Impact on the Accounting Profession

Despite its potential, AI adoption in accounting is shaped by several persistent challenges. Data privacy and security remain among the most significant concerns, with 70% of professionals expressing worry about how AI affects data handling and confidentiality3.

In addition to security concerns, many firms struggle with governance and oversight. As AI tools become more advanced—particularly with the rise of autonomous or agentic systems—establishing clear policies and controls becomes critical. Without proper governance, firms risk introducing errors, compliance issues, or unintended consequences into their workflows.

Another key challenge is the risk of over-reliance on AI. While AI can improve efficiency and surface insights, it is not inherently accurate. Its value depends on how it is used and validated by professionals. This reinforces the importance of maintaining professional judgment and skepticism when working with AI-generated outputs.

The Future of Accountants and AI

Looking ahead, the relationship between accountants and AI will continue to deepen as new technologies emerge and adoption matures. Trends such as agentic AI which can execute multi-step workflows, are expected to expand the scope of what AI can do within accounting1

At the same time, the profession itself is evolving. Routine, task-based roles are becoming less central, while demand is increasing for professionals who can interpret data, provide strategic insights, and collaborate effectively with AI systems. This shift is redefining both career paths and skill requirements within the field.

Ultimately, AI's impact on the accounting profession will not replace accountants, but it will transform how they work. AI is enabling professionals to move beyond transactional tasks and focus on higher-value activities that require judgment, expertise, and human connection.

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