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Marcum releases AskMarcum.ai tool after 18 months development

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Top 25 firm Marcum announced the release of a new AI tool called AskMarcum.ai, a product from Marcum Labs, the firm’s technology incubator. The software, which has been in development for 18 months, is already being used by the firm’s professionals to assist with productivity and efficiency. Other organizations became aware of the solution and wanted a comparable one for themselves, which drove the commercialization of the once-internal product. 

“AskMarcum.ai began as an internal initiative to advance the Firm’s operational efficiency. It quickly proved to be a resounding success, streamlining workflows, deepening our innovative culture, and sparking conversations among clients and peers,” said Peter Scavuzzo, CEO of Marcum Technology. “The buzz it created was undeniable; other organizations began to approach us, intrigued by its impact and looking for options to capitalize on the value for their organization. This helped us realize AskMarcum.ai’s larger potential as a solution for the broader market.”

In a later email, Scavuzo said the tool is most commonly used for rapid templating, first drafts, content pro typing, and everyday tasks such as writing emails, creating macros, and marketing ideas that help the users in their daily tasks by making them more efficient. Last year the firm actually held a contest for the best use cases by staff. Some of the winners included: 

  • Creating a letter template about IRS abatement.
  • Translate an international reporting document into English.
  • Reformat AG aging schedule from raw data – Generate a VBA code to execute.
  • Provide examples of different types of transactions that would require a 754 adjustment.
  • Add specific functionality to an Excel Spreadsheet.
  • Breakdown complicated ASCs into digestible analogies “even a kid could understand.”

Scavuzzo said so far, in 2024, the latest AskMarcum.ai winner used the tool to build Visual Basic code for Excel to rapidly perform data analysis and automation with a complex Excel workbook for a client deliverable.
The product will be uniquely branded to each organization that uses it, allowing them to rename the platform to mirror their brand and offer a personalized experience. Designed as a foundational tool, the solution is tailored specifically to the user’s unique datasets and is hosted in their organization’s private Azure instance for security and privacy reasons. Internally, though, it also sports a transparency audit tool that allows organizations to monitor usage across the organization, which not only supports accountability but helps identify the most effective use cases, maximize the value derived from the solution, and then socialize those best use cases with their team.

AskMarcum.ai integrates within Microsoft Teams as a plugin, which will let employees use the solution within their existing collaboration and workflow. This allows the tool to be accessible through the user’s entire Microsoft platform, including full mobility. While right now the foundational product requires interaction, the product is road-mapped to eventually perform pre-set tasks proactively.

The model itself is based on Microsoft Azure Open AI’s GPT4-Turbo LLM model hosted within a private and secure Azure tenant with no alterations. Scavuzzo said he believes that with the variety of enterprise LLMs and vendors working on industry-specific LLMs and SLMs, the real investment should be in building a flexible platform that can dynamically leverage a variety of these services through inference and exceptional prompt engineering. Scavuzzo said Marcum has invested a considerable amount in terms of dollars over the last 18 months to develop this solution, most of which went towards upskilling the most technically proficient and innovative leaders and directing their time toward developing this solution. They also recruited for new, AI-specific positions to support the initiative, and the firm continues hiring in that area. Comprehensive training programs have also been implemented to ensure everyone involved is well-equipped to contribute to the project.

While the firm is not sharing its base pricing publicly, Scavuzzo said there will be a negotiated monthly base fee based on the volume of licensing purchased that will vary by organization. The variable consumption pricing that an organization will have directly with Microsoft will be based on the current pricing, investments, and licensing program the organization has with Microsoft.

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Accounting

SEC’s Semiannual Reporting Proposal Faces Investor Pushback: What CFOs Need to Know

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U.S. Securities and Exchange Commission (SEC)

A proposal from the U.S. Securities and Exchange Commission to potentially shift some public companies away from quarterly financial reporting toward a semiannual model is drawing significant pushback from investors, even as it continues moving through the regulatory process. The debate has direct implications for corporate finance teams, auditors, and the broader transparency of U.S. capital markets.

What the SEC Proposed

According to a summary published by accounting advisory firm Cohen & Co., the SEC issued a proposed rule on May 19, 2026, aimed at simplifying financial reporting requirements for many U.S. public companies. The proposal would potentially reduce the frequency of certain mandatory disclosures from quarterly to semiannual, a structural change that has not been made to core U.S. reporting requirements in decades.

The proposal follows an extended debate within U.S. policy circles, with proponents arguing that reduced reporting frequency could lower compliance costs and free up management time for longer-term strategic planning rather than quarter-to-quarter results management.

Why Investors Are Pushing Back

Comment letters submitted in response to the proposal have been extensive, and according to Cohen & Co.’s review of the public record, investors “appear to be largely opposed” to the shift, viewing frequent interim reporting as a core benefit of U.S. capital markets relative to other jurisdictions.

Accounting and law firms have taken a more measured position, generally urging any changes to remain aligned with the Financial Accounting Standards Board (FASB), whose existing disclosure requirements and guidance are built around a quarterly reporting cadence. A shift to semiannual reporting without corresponding changes to FASB guidance could create friction between SEC filing requirements and GAAP-based disclosure expectations.

Lessons From the U.K. Experience

The debate is not without precedent. The United Kingdom moved away from mandatory quarterly reporting for listed companies in 2014, returning to a semiannual disclosure requirement. According to Cohen & Co.’s analysis, that experience offers a cautionary data point: there was no measurable increase in capital expenditure or R&D investment following the change, while analyst coverage of affected companies declined as reliable interim information became less available — a particular risk for smaller and newly public companies that rely on analyst coverage to maintain investor visibility.

Practical Implications for Finance Teams

Beyond the debate over disclosure philosophy, the proposal carries practical complications. Many companies have debt covenants and credit agreements structured around quarterly financial delivery; a shift to semiannual reporting could require renegotiating those terms. Reduced reporting frequency would also extend the “window of market silence” between disclosures, a factor that governance and investor-relations teams would need to manage carefully to avoid information asymmetry.

Separately, and unrelated to the reporting-frequency debate, the SEC and FASB have continued finalizing more routine updates this year. New Accounting Standards Updates are taking effect for December 31, 2026, fiscal year-ends covering income tax disclosures, credit loss measurement, induced debt conversions, and stock compensation, according to Eide Bailly’s review of 2026 ASU activity. Additional guidance on paid-in-kind dividends and environmental credits is also on the near-term horizon.

What to Watch Next

The semiannual reporting proposal remains in the comment and review phase, and no final rule has been adopted as of this writing. Finance leaders should monitor the SEC’s regulatory agenda for further movement, while treating the current quarterly reporting requirement as the operative standard until any final rule is issued and an effective date is set.

Given the extent of investor opposition documented in the comment file, a full shift to mandatory semiannual reporting appears more likely to result in either a scaled-back compromise or continued study rather than swift adoption — though the SEC’s ultimate direction remains uncertain.

 

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Accounting

AI-Driven Automation and Continuous Accounting Frameworks

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The accounting profession is undergoing a fundamental structural transition as enterprise finance departments shift from periodic month-end closes toward automated continuous accounting models. By integrating specialized machine learning algorithms directly into enterprise resource planning (ERP) platforms, chief accounting officers are transforming financial reporting from a retrospective exercise into a real-time operational asset.

The Shift from Periodic Close to Continuous Financial Reporting
Traditional accounting workflows heavily relied on manual data reconciliation, spreadsheet calculations, and multi-week closing cycles at the end of each fiscal period. In contrast, continuous accounting frameworks utilize automated software agents to process, validate, and post transactional data in real time as business activities occur.

Automated bank reconciliation tools cross-reference incoming bank feeds, invoice records, and purchase orders automatically. By resolving transactional variances instantly throughout the month, corporate accounting teams eliminate the traditional workload spikes associated with quarterly and annual closes.

Machine Learning in Audit Trails and Anomaly Detection
Advanced natural language processing (NLP) and machine learning tools are redefining internal audit and financial control environments. Automated systems analyze 100% of general ledger entries, identifying anomalous transactions, duplicate payments, and unauthorized journal entries in real time.

Rather than relying on random statistical sampling, corporate internal auditors can focus their attention on high-risk flags automatically surfaced by algorithmic monitoring platforms. This continuous risk assessment strengthens internal controls over financial reporting (ICFR) and significantly reduces fraud risk.

Evolving Roles for Accounting Professionals
As routine data entry and manual reconciliation tasks become fully automated, the skill set required for accounting professionals is shifting toward data analysis, system design, and strategic business advisory.
– Systems Governance: Accountants are increasingly responsible for monitoring algorithmic accuracy and managing data integration pipelines.
– Business Partnership: Finance professionals leverage real-time financial dashboards to advise operational leaders on margin management and working capital allocation.
– Regulatory Compliance Management: Accounting teams utilize automated platforms to ensure compliance with dynamic tax codes and international accounting standards.

Core Implementation Recommendations
1. Deploy Automated Reconciliation Tools: Integrate continuous transaction processing modules into existing enterprise ERP architectures.
2. Establish Algorithmic Governance Controls: Implement strict internal testing protocols to ensure automated accounting rules comply with GAAP/IFRS standards.
3. Reskill Accounting Teams: Invest in training finance staff on data analytics, workflow automation, and predictive financial modeling.

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Accounting

Global ESG Reporting Standards and Double Materiality Compliance

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Corporate accounting departments face expanding reporting expectations as international sustainability disclosure standards achieve regulatory enforcement across major global jurisdictions. Chief Accounting Officers (CAOs) and corporate controllers are establishing rigorous internal accounting controls to treat Environmental, Social, and Governance (ESG) metrics with the same data precision, auditability, and governance as traditional financial statements.

Regulatory Harmonization Under Global Sustainability Frameworks
The implementation of standardized sustainability reporting frameworks—notably rules established by international sustainability accounting boards—has created unified expectations for public and large private enterprises. Corporations must report standardized metrics covering greenhouse gas emissions (Scope 1, 2, and material Scope 3), energy utilization, workforce demographics, and supply chain governance.

In Europe and other participating international jurisdictions, double materiality principles are mandatory. Under double materiality, organizations must report both how external sustainability risks impact corporate financial performance, and how internal corporate operations affect surrounding environmental and social structures.

Integrating Sustainability Metrics into Core ERP Systems
To provide auditable non-financial data, enterprise organizations are integrating specialized carbon accounting and ESG management platforms directly into core ERP systems. Automated data collectors capture energy utility invoices, logistics fuel consumption metrics, and vendor compliance records in real time.

Establishing automated, traceable data pipelines ensures that non-financial reporting is supported by clear audit trails. This structured approach allows external financial auditors to provide reasonable assurance on sustainability disclosures during annual corporate reporting cycles.

Financial Impacts and Capital Market Disclosure
Accurate ESG reporting directly influences corporate cost of capital and institutional credit ratings. Commercial lenders and institutional asset managers systematically incorporate sustainability metrics into risk pricing models. Companies that demonstrate transparent, verifiable progress in operational energy efficiency and climate risk mitigation benefit from expanded access to green bond markets and lower debt pricing.

Action Steps for Accounting Leadership
1. Implement Double Materiality Frameworks: Conduct comprehensive assessments to identify material financial and operational sustainability metrics.
2. Build Auditable Non-Financial Data Pipelines: Automate ESG data collection within core accounting software to ensure data integrity.
3. Align Sustainability with Annual Financial Filings: Prepare non-financial disclosures concurrently with financial statements to satisfy regulatory audit expectations.

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