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Artificial Intelligence

Weekly AI workflows: How 86% of tax professionals are integrating AI into daily operations

Thomson Reuters Tax & Accounting  

· 7 minute read

Thomson Reuters Tax & Accounting  

· 7 minute read

AI adoption in tax is accelerating—learn what top firms are doing differently and how to apply it to your practice.

Highlights

  • 86% of tax professionals using generative AI now integrate it into weekly workflows, driving sustainable productivity gains.
  • AI-powered tools are transforming tax research, document summarization, and return preparation across U.S. tax firms.
  • Early AI adopters gain a competitive edge, with structured integration strategies essential for future-ready tax practices.

 

The transformation is complete and it happened faster than anyone predicted. According to Thomson Reuters Institute 2026 AI in Professional Services Report, 86% of tax firm professionals who use generative AI do so at least weekly, with 36% using these tools multiple times daily.

This isn’t about early adopters experimenting with new technology. This is an entire profession that has fundamentally reimagined how work gets done. Tax professionals systematically weave AI into their weekly workflows, creating sustainable productivity gains that compound over time.

With 88% believing generative AI will be central to their workflows by 2030, one question emerges. It’s not whether your firm should adopt AI. It’s how quickly you can build the AI-enhanced workflows that will define the next decade of tax practice.

 

Jump to ↓

The new reality of tax practice: AI as a daily tool, not a future concept


The top 3 AI-powered workflows transforming U.S. tax firms


Building your firm’s AI integration strategy


The competitive advantage: Why early AI adopters win


Building the AI-enhanced tax practice of tomorrow


 

The new reality of tax practice: AI as a daily tool, not a future concept

The conversation around AI in tax and accounting has fundamentally shifted. 34% of tax firms are already using generative AI, and 47% are either planning or considering using the technology. What once felt like a distant possibility has become an immediate reality. The vast majority of tax professionals now embrace this change.

The report numbers tell a compelling story. 63% of the tax professionals currently using generative AI use it daily, moving from curious exploration of AI to making it an essential part of their daily workflow.

Tax professionals lead AI adoption compared to most other professional services. Our industry recognizes the practical value these tools bring to complex, time-sensitive work.

“Because the use of generative AI is already freeing up time on low-value-added tasks that are resolved through chat, the analysis of situations, problems, or tasks with generative AI adds a different perspective to personal judgment,” explains an Argentinian corporate tax vice president. “It also makes a greater amount of information readily available to everyone than was previously accessible through Google or Bing.”

The top 3 AI-powered workflows transforming U.S. tax firms

From IRC research to return preparation, three key AI applications revolutionize how tax professionals work, with adoption rates exceeding 50% across all categories.

Tax research (69% of professionals)

Tax research emerges as the top use case. Complex U.S. tax code interpretation once required hours of manual research through Treasury regulations and IRS guidance. Now it accelerates through AI-powered initial analysis. Professionals use AI tax research tools to quickly identify relevant IRC sections. They compare interpretations across federal and state jurisdictions. They generate initial research frameworks for complex transactions.

“Accounting guidance is a slog to go through currently. There are hundreds of pages with a ton of information,” notes a U.S. tax firm director. “Using AI to go through guidance will be tremendously useful.”

Document summarization (57% of professionals)

Processing client documentation efficiently has become a game-changer for busy tax seasons. AI excels at creating executive summaries from lengthy 10-K filings. It extracts key data points from corporate tax returns. It synthesizes IRS guidance updates into actionable insights.

Tax return preparation and advisory (55% of professionals each)

AI assistance in tax return preparation focuses on specific areas under U.S. tax law. It can complete data validation, error detection, compliance checking, and more. U.S. firms achieve significant time savings in multiple areas while maintaining professional oversight.

AI elevates strategic tax planning capabilities under current U.S. tax regulations. AI quickly models different scenarios under current U.S. tax law. Professionals use AI to analyze multiple planning alternatives and prepare more comprehensive client presentations addressing federal and state tax implications.

Building your firm’s AI integration strategy

Successful AI adoption requires structured frameworks and strategic tool choices that align with natural work rhythms and U.S. compliance requirements.

The weekly workflow framework

Successful firms develop structured approaches to AI integration:

    • Monday: Research preparation and client briefings. Use AI to summarize weekend regulatory updates from the IRS.
    • Tuesday-Thursday: Active client work with AI support. Deploy AI for document analysis, tax return preparation assistance, and research acceleration.
    • Friday: Documentation and strategic planning. Leverage AI for client communication drafting and planning for the following week’s priorities.

This framework ensures AI becomes a productivity amplifier. With 86% weekly usage, it creates sustainable productivity gains that compound over time.

Tool selection that works for U.S. tax practices

The report reveals important evolution in tool selection. 65% of tax professionals currently use public tools like ChatGPT. 34% have upgraded to industry-specific AI tools designed for tax and accounting work. The gap represents significant opportunity for firms ready to move beyond general-purpose solutions.

Industry-specific tools offer several advantages for U.S. tax work:

    • Pre-trained understanding of U.S. tax terminology
    • Integration with professional databases
    • Built-in compliance safeguards
    • Workflows designed specifically for tax professionals
“I’m very bullish on the potential of AI, even though in our culture we seem to be in the ‘trough of disillusionment,'” said one U.S. corporate risk analyst. “But when it’s integrated into everyday work and everyday workflows, there is still a substantial potential for transformation. The number one barrier we’ll need to clear is the trust barrier — convincing employees that it can be used, it can provide value, and its responses are normally good and trustworthy.”

The competitive advantage: Why early AI adopters win

Firms embracing AI integration now build essential competencies for 2030. They position themselves as technology leaders while competitors struggle to catch up.

Corporate tax departments increasingly expect their outside firms to use AI. 74% believe their tax firms should apply AI to their work. This creates both opportunity and pressure.

Firms that master AI integration now build competencies that will become essential for competitive survival. They develop AI-enhanced service offerings. They train their teams on next-generation tools. They position themselves as technology leaders in the tax services market.

Your tax firm’s next steps: The 30-day integration challenge

    • Week 1: Conduct an assessment of your tech stack. Audit current workflows. Identify AI opportunities. Evaluate AI tool options.
    • Week 2: Begin team training and initial implementation. Provide comprehensive training on selected tools. Establish usage guidelines.
    • Week 3: Refine and optimize workflows. Gather feedback from initial usage. Expand implementation.
    • Week 4: Measure results and begin scaling strategies. Evaluate ROI. Plan for broader rollout.

This structured approach ensures systematic adoption while minimizing disruption to client service.

Building the AI-enhanced tax practice of tomorrow

The most successful firms view AI integration as an ongoing journey. They invest in continuous learning. They stay current with technological advances. They maintain flexibility to adapt as new capabilities emerge.

The data clearly shows something important. AI has moved from experimental technology to an essential business tool for tax professionals. Firms that embrace this reality will succeed. Those that develop systematic approaches to AI integration will find themselves well-positioned for success in an increasingly competitive and technologically sophisticated marketplace.

The question isn’t whether AI will transform tax practice workflows. It already has. The question centers on whether your firm will lead or follow in this transformation.

Ready to benchmark your firm’s AI maturity against industry leaders? Download the complete 2026 AI in Professional Services Report to discover the specific strategies that separate AI leaders from followers and see the solutions successful tax professionals are already using to transform their daily workflows and deliver superior client outcomes.

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