Across myriad industries, professionals are leveraging artificial intelligence to gain a competitive advantage. As a result, AI continues to experience exponential growth as more teams race to adopt this transformative technology.
Just look at the landscape: The generative AI market is expected to surpass $1.3 trillion within the next decade, and the percentage of U.S. employees who report using AI at least a few times a year jumped from 27% in late 2024 to 46% in Q4 2025, according to a January 2026 report from Gallup.
The tax industry is also feeling this shift. In Deloitte’s 2025 Tax Transformation Trends Survey, 57% of tax and finance leaders described AI skills as “essential” for the tax workforce today, while 32% said it is “expected.”
Tax professionals understand that AI in tax technology can help them complete day-to-day tasks more accurately and efficiently. But they also realize that it’s critically important to choose the right AI-enabled tools to ensure compliance and avoid risk.
How do tax leaders including CFOs, accounting firm directors, and other decision-makers know which technology can be trusted to provide seamless integration, reliability, and long-term value for their teams?
Choosing wisely starts with understanding the tax AI landscape and the difference between comprehensive capabilities and predictive point solutions.
Here, discover why Bloomberg Tax outperforms traditional competitors as well as AI-only tools, and learn more about our superior, comprehensive solutions for tax research, tax workflow integration, compliance, and advisory work.
Request a demo of Bloomberg Tax to see our AI capabilities for yourself.
The rise of AI in tax technology
The current tax technology landscape is dominated by three main types of AI:
- Agentic AI: Unlike traditional bots that follow fixed rules, autonomous agents can now manage complex multi-step processes, such as downloading trial balances, identifying anomalies, and then drafting technical memos.
- Generative AI: Generative AI is commonly used to synthesize vast datasets, summarize evolving tax laws and regulations, and draft audit-ready documentation in minutes.
- Machine learning: A sub-category of AI, machine learning is the foundation for high-volume tasks like predictive audit scoring, automated expense categorization, and detecting fraudulent patterns in millions of returns simultaneously.
Not all AI solutions are created equal – and in tax, the difference between disconnected tools and an integrated platform can directly impact accuracy, efficiency, and risk.
AI technologies are available on the market in three primary categories:
- Comprehensive tax solutions: Many standard generative AI functionalities, such as summarization, question answering, and formula generation, are available in industry-specific platforms like Bloomberg Tax. However, only Bloomberg Tax offers a full suite of tax solutions that addresses the corporate tax workflow from research to calculations to reporting to planning – all with AI integrated seamlessly to improve efficiency and outcomes.
- Standalone tax AI: These tools are designed to solve a narrow set of tax-specific challenges, such as answering technical questions or predicting outcomes. While they may offer value in isolated use cases, they often lack the depth of authoritative content, workflow integration, and end-to-end capabilities that tax teams need. As a result, users are left stitching together multiple tools, increasing complexity, introducing risk, and slowing down critical processes.
- General-purpose AI tools: Broad, non-specialized AI platforms can generate quick answers, but they aren’t built for the rigor of tax work. Without access to vetted tax content or embedded safeguards, these tools can produce incomplete or unreliable outputs that require significant validation. For tax professionals operating in a high-stakes regulatory environment, relying on general AI introduces unnecessary risk and inefficiency compared to a purpose-built, integrated solution like Bloomberg Tax.
To help understand the benefits and risks of AI tools for tax, download our Practical Roadmap for Implementing AI in Your Corporate Tax Department.
Comprehensive capabilities vs. predictive point solutions
Predictive capabilities offered by certain AI tools for tax can provide some value when it comes to probability assessments for tax positions and case law analysis. But modern tax practices require much more than probability scores.
Tax teams need access to a comprehensive tax solution that integrates deep tax research with the latest technology.
Bloomberg Tax’s suite supports every step of the tax workflow, from delivering authoritative research to more accurate and connected calculations, to reducing manual prep work and simplifying your provision process.
Our tax software brings your data into a unified workflow to help your team scale with confidence, stay audit-ready, and focus on the work that drives the most value.
Comprehensive Tax AI vs. Point Solutions
Why vendor stability matters
While AI adoption continues to rise, skepticism remains around the technology’s long-term value, particularly when it comes to complex tax work.
A 2025 paper from the Massachusetts Institute of Technology’s Media Lab reported that despite $30 to 40 billion in enterprise investment into generative AI, “95% of organizations are getting zero return.”
This weak customer ROI may translate into high eventual failure risk for some AI vendors.
MIT researchers pointed to a lack of fit with existing workflows as one reason for failure, noting that success with AI “requires partnership, not just purchase” between organizations and vendors. They added that those who achieve positive results with the technology do so by working collaboratively and “aggressively solving for … workflow adaptation.”
For these reasons and more, choosing a vendor that prioritizes workflow integration and customer collaboration is key to finding a reliable AI-enabled solution.
At Bloomberg Tax, we always develop new AI tools through collaboration with our customers, who provide feedback and have direct input on what challenges we address, which solutions we build and how they function, and the degree to which they interact with AI in our product.
When interacting with our generative AI, customers can provide immediate feedback to help us fine tune our models, ensure accuracy, and fit within their desired workflow.
We build AI to solve real customer problems. Because new technology can disrupt workflows and add cost, we focus on making adoption simple and gradual.
Instead of replacing entire workflows, we improve one task at a time and fit into the way teams already work. These small improvements add up to help users work more efficiently with a low barrier to entry.
The risks of relying on AI startups
With the proliferation of new entrants in the AI marketplace, vendor stability in tax software remains a concern for tax departments looking to invest in new technology.
Proceed with caution when exploring startups in the AI space. Due to the rapid pace of innovation, the AI marketplace is constantly shifting, with startups frequently consolidating, exiting, and entering the market. There’s an inherent risk in the potential for startups to fail or change direction quickly, which can impact the continuity and reliability of their service.
This constant state of flux underscores the importance of careful consideration and due diligence to safeguard your investment. It’s important to evaluate not just the products and services offered, but also the long-term viability of the technology vendors you’re considering.
Choosing a tax technology provider is the beginning of a long-term relationship. Over time, the provider should continue to innovate and update the system with new features and capabilities that address evolving tax needs and technological advancements.
Bloomberg Tax has a rich history of providing tax news and research that began in 1929 with the Bureau of National Affairs (BNA). As a digital pioneer, Bloomberg has been innovating with AI technology since the early 2010s.
Key questions to ask when evaluating tax research platforms
If you’re on board with the benefits of AI in tax but are not sure which solution would best fit your team, consider the following questions.
How comprehensive is the content library?
If your goal is to keep up with regulatory and legal changes to stay in compliance and identify the best tax position for your company, you need access to more than case law and predictive analytics.
Tax teams are best served by technology that can help them carry out fast and accurate tax planning with confidence. Bloomberg Tax AI is built on a foundation of trusted primary sources, expert analysis, and authoritative news coverage.
Does the platform integrate with your workflow?
Integration is key when deadlines are looming and every minute matters. So, if you’re considering a point solution that focuses on content generation but doesn’t offer tax workflow integration, it’s important to understand that a narrow focus may not meet your needs.
The hard truth: Staying ahead in today’s rapidly evolving world requires leveling up with technology and tools that accurately and efficiently streamline processes. Bloomberg Tax’s platform does just that, empowering you and your team to become more proactive.
How stable and reliable is the vendor?
Trusting your tax work to a new platform can introduce risks related to accuracy, compliance, and privacy – especially when the vendor incorporates untested generative AI.
It’s important to understand whether any new solution will be stable enough to offer long-term support. New market entrants without an established reputation, customer base, and proven reliability can introduce challenges around continuity.
Guide your tax department through the process of selecting and implementing AI tools for tax with our Practical Roadmap for Implementing AI in Your Corporate Tax Department.
Why choose Bloomberg Tax’s trusted AI
Tax teams have a wide variety of options when selecting AI-enabled tools for tax, from mass-market products to more specialized technology. So, why should they choose our integrated platform? Here, we’re sharing the facts about Bloomberg Tax vs. competitors. Consider the following features of our platform.
Comprehensive content depth and breadth
A key strength of Bloomberg Tax Research lies in our unmatched coverage across the U.S. and international jurisdictions, as well as extensive primary sources, Tax Management Portfolios written by leading practitioners, and daily news updates.
In contrast, AI-only tools access content that is more generalized and focused primarily on predictive analytics rather than comprehensive research materials.
We also provide a database of agency guidance or determination documents and our collection of 500-plus practitioner-written Tax Management Portfolios and 23,000 tax treaties.
And while no AI tool is infallible – which is why human oversight is key – we uphold high standards and strict guardrails to mitigate risk. Our AI developers work closely with tax domain experts to constantly review outputs for accuracy and usability.
Bloomberg Tax’s AI Assistant Deep Thinking asks clarifying questions and executes a structured research plan to deliver complete, reliable answers to complex tax scenarios.
Integrated workflow and practice tools
When work volume is high and bandwidth is low, it’s important to select tax tools that don’t add unnecessary complications.
Bloomberg Tax offers a complete suite of solutions that streamlines common workflows like preparing provisions, modeling bonus depreciation changes, and managing multi-state compliance.
With seamless data flow across Bloomberg Tax Provision, Fixed Assets, and Workpapers, you ensure consistency in your calculations and reduce the need for redundant processes.
Trusted editorial expertise
Trust matters in today’s regulatory and legislative environment. Bloomberg Tax content is maintained by more than 300 tax attorneys and specialists with deep subject matter expertise.
Our platform goes beyond what competitors offer to provide practical guidance – not just algorithmic predictions – that give tax professionals more confidence and peace of mind as they plan and strategize.
Real-time updates and news
Bloomberg Tax AI delivers answers informed by breaking tax news, regulatory updates, and the latest analysis, keeping clients ahead of changes. Other AI models rely on historical data without the same real-time intelligence.
Superior customer support and training
In contrast to some AI tools, Bloomberg Tax provides dedicated customer success teams, extensive training resources, and responsive technical assistance. And we include onboarding, ongoing education, and practice development resources.
In a customer satisfaction survey, 95% of Bloomberg Tax clients who sought support from our response team said they were satisfied with the service.
Proof points: Why leading firms choose Bloomberg Tax
Today, 87% of the top 100 accounting firms use Bloomberg Tax – along with 81% of Fortune 500 companies. These leading firms and companies use our platform for several key reasons.
First, Bloomberg Tax was developed by experienced tax professionals who understand tax workflows and strategy. We know what tax professionals need to simplify complex tasks and do their best work.
Plus, Bloomberg Tax delivers a customer support experience built for speed, reliability, and trust. The result is a responsive, dependable support model that tax professionals can count on to keep work moving without disruption.
Our customers report:
- 93% of calls answered in less than 20 seconds
- 95% of customers will contact support again
- 95% of customers satisfied with the service provided
The bottom line: Firms choose Bloomberg Tax because our trusted tools and skilled team help them stay current, comply with regulatory changes, ensure accurate calculations, and strategize with confidence.
Customer satisfaction metrics and ROI
Customer success remains paramount at Bloomberg Tax. If you’re wondering how our products perform, consider the following data from our survey of Bloomberg Tax customers:
- 84% of customers agree Bloomberg Tax AI helped them find answers more quickly, allowing them to do more work in less time
- 80% of corporate customers said Bloomberg Tax resources and tools allow them to do work in-house that they would otherwise have to send to outside counsel or consultants
- 78% of respondents agree Bloomberg Tax AI helps you work more efficiently and accurately
For more details on our survey results, download the full ROI survey.
Conclusion: Choose comprehensive, not predictive
As you and your tax teams work to keep pace with rapidly changing regulations and legislation – and do more with less while still meeting tight deadlines – consider a comprehensive tax research solution that offers extensive capabilities and support, vendor stability, and long-term value to help you meet enterprise and client goals.
Our trusted tax automation software standardizes workflows, improves accuracy, provides enhanced controls around tasks, and helps teams manage risk.
Want to learn more about how AI can elevate your practice? Request a demo of Bloomberg Tax today and experience the difference.