AI-Assisted Multi-GAAP Reconciliation Frameworks: A Paradigm Shift in Global Financial Practices

Аннотация

Multinational corporations face a trend of an OPEN ACCESS even more globalized business environment in which SUBMITED 11 June 2025 they are obliged to report consolidated financial ACCEPTED 23 June 2025 PUBLISHED 12 July 2025 statements using various accounting regulations, VOLUME Vol.07 Issue 07 2025 including US GAAP, IFRS and local statutory GAAPs within a few days of quarter-end. This process of CITATION financial reporting reconciliation among different regulatory regimes and accounting standards has COPYRIGHT become more complex and expensive at times often involving thousands of labor hours and has a high © 2025 Original content from this work may be used under the terms of the creative commons attributes 4.0 License. probability of introducing a human error. Manual entry of ledger and chart of account and disclosure into different forms is not only a tedious business, but is subject to inaccuracies which may lead to accounting reports and financial misstatement, regulatory fine and loss of stakeholder’s confidence. Artificial Intelligence (AI) which previously was left to automate simple processes provides a scalable and transformative answer to this multidimensional problem. Enhancements of advanced rule-based mapping engines by machine-learning models allow detecting patterns in financial data, detecting anomalies, and even creating adjusting journal entries automatically. This research article leads to a multifaced structure of AI-enabled multi-GAAP reconciliation, it explores regulatory incentives, taxonomy distinctions, data-model designs, algorithmic strategies, and control demands. The framework also describes the real world opportunities and constraints of these systems providing the opportunity to draw a balanced view as exposed by the analysis of pros and cons and roadmap of implementation. In practice-oriented case studies of 67 https://www.theamericanjournals.com/index.php/tajas The American Journal of Applied Sciences The American Journal of Applied Sciences a fortune 200 tech giant, a European unicorn, and a Latin In this paper, I am introducing a feasible model that American energy conglomerate, the real-world results could even the challenges of innovation and the are shown as cycling-time decreases by as much as 65% requirements of the compliance needs of contemporary and a 40% reduction of audit results. The paper ends in financial ecosystems. a practical AI governance checklist consistent with the 1.1. Multi-GAAP Reconciliation principles of COSO internal controls and NIST AI risk The process of transitioning or reconciling financial management, as well as new digital-reporting statements from one GAAP to another (other measure) guidelines, published by the IASB. is called in the accounting world, which is an exercise to Keywords: Multi-GAAP Reconciliation, Financial establish a basis for comparability for financial Consolidation, Cross-GAAP Adjustments, Accounting statements to the two or more corresponding entities or Automation, Financial Close Process, Real-time jurisdictions. For example, many multinational Reporting, Regulatory Compliance, Digital Reporting enterprises (MNEs) will produce consolidated financial Standards, US GAAP, IFRS, Local GAAP, Enterprise statements under IFRS for their European reporting, and Resource Planning and Auditability. then reconcile those to US GAAP for compliance to 1. Introduction: various SEC reporting requirements for any listings on (U.S.) exchanges. The reconciliation will change the Two or more accounting frameworks bind finance teams numbers being reported based on a variety of since globalisation, cross-listing, and local regulatory alternative recognition, measurement, and disclosure requirements do require such compliance. As an requirements of differing publishing standards. illustration, a US-listed company with headquarters in Germany will be obligent to submit 10-Ks under US The reconciliation process has traditionally been a very GAAP, group financials under IFRS and local GAAPs of manual, laborious process. Accountants would have to the 27 Danish subsidiaries of that company. The review many large spreadsheets, must reconcile ledgers differences between each of the frameworks are most that may or may not agree, have to convert journal prominent in the revenue recognition, lease entries into their reconcilable counterparts, and try to classification, financial instrument and impairment make sense of a wealth of footnotes to the financial models. A March 2024 EY Global Financial Close Survey statements traditionally assigned to the statements of a that the reconciliation of multi-GAAPs cost an extra 6.8 variety of individual statutory entities and or days to the quarterly close which highlights the subsidiaries of MNEs. The manual reconciliation operational burden imposed on the finance workflow could be complicated by volumes of global departments [1]. In the meantime, investors are financial reporting. This manual workflow rep