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How AI in Tax Law and LLMs Can Help Us Better Understand U.S. Tax Code

Beneath the Cypress and Star

Release Date: 12/15/2025

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In this episode, we explore AI for tax research and how large language models (LLMs) are revolutionizing the way experts interpret and manage the tax code. These advanced systems can ingest not only statutory text but also historical court rulings, IRS guidance, regulatory updates, and decades of academic research assessing the real-world effectiveness of tax policies. By correlating these datasets, LLMs can uncover inefficiencies, contradictions, outdated provisions, and unintended consequences that traditional review methods routinely miss. For most of U.S. history, Congress amended the tax law piecemeal because no human, nor any legislative office, could review the entire framework at once. AI now enables holistic analysis, transforming tax law analysis from a bureaucratic obstacle into a data-driven diagnostic tool that enhances transparency, equity, and public understanding.

We also look at how AI applications in U.S. tax legislation are already reshaping the legal and financial landscape. Agencies like the IRS deploy AI tax compliance systems to identify fraud, assess underreporting risks, and benchmark enforcement priorities, using statistical outputs far richer than those of traditional auditing algorithms. Platforms like FiscalNote, BillSum, and LegiScout leverage natural language models to interpret bills, compare statutory revisions, cross-reference judicial decisions, and map how policy changes reverberate across legal structures. These tools demonstrate how machine learning for legal compliance is moving beyond text parsing to integrated reasoning, linking legal doctrine, historical outcomes, and empirical tax data. We draw on research from CPA Pilot, academic tax-law studies, and IRS modernization reports to show how emerging AI systems are beginning to streamline legal research, regulatory forecasting, and policy design at scale.

The goal is to understand how AI in tax law can be leveraged to create a more equitable, modern, and evidence-based financial system. Through AI-driven tax code interpretation, lawmakers could evaluate proposed reforms against centuries of case law, economic data, and distributional impact studies, without relying on fragmented committees or outdated assumptions. AI can help identify which tax provisions work as intended, which fail in practice, and which persist only because they were added during eras when holistic analysis was impossible. This isn’t just about automation; it’s about building a tax system that is cleaner, leaner, fairer, and adaptable to technological and social change. By integrating LLMs into legislative review, we can future-proof the U.S. tax code and redefine what transparency and accountability in governance can look like.

Related

Building Fair Governance Through Participatory Budgeting
https://cypressandstar.net/building-fair-governance-through-participatory-budgeting

Capitalism and Exploitation: The Engine Beneath the System
https://cypressandstar.net/capitalism-and-exploitation-the-engine-beneath-the-system

Rethinking Progress: The Paradigm Shift in Societal Values and the Well-Being Economy
https://cypressandstar.net/rethinking-progress-the-paradigm-shift-in-societal-values-and-the-well-being-economy

Sources

https://en.wikipedia.org/wiki/Large_language_model
https://github.com/VishalTheHuman/TaxEase.AI-Vertex-AI-Agent
https://k1x.io/leveraging-ai-for-tax-research-helping-small-firms-keep-up-with-changing-laws/
https://medium.com/%40yauheniya.ai/building-an-ai-legal-agent-how-to-analyze-big-techs-tax-strategies-in-minutes-not-hours-1791dec1cfba
https://pro.bloomberglaw.com/insights/technology/ai-for-legal-research/
https://time.com/7277746/ai-deepfakes-take-it-down-act-2025/
https://www.irs.gov/privacy-disclosure/tax-code-regulations-and-official-guidance
https://www.timesunion.com/business/article/hearst-newspapers-uslege-partner-expanded-21197365.php
https://www.vldb.org/2025/Workshops/VLDB-Workshops-2025/LLM%2BGraph/LLMGraph-2.pdf
https://www.washingtonpost.com/business/2025/07/26/doge-ai-tool-cut-regulations-trump/