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New agentic AI framework tackles hallucinations in enterprise accounting systems

Researchers introduce HEAR, an LLM-based agentic reasoner using hypergraph ontology to improve multi-hop reasoning across heterogeneous business systems with auditable execution—addressing hallucin...

4 more from arXiv: AI + Accounting

LLM agents audit prompt specifications in multi-agent systems

Academic case study demonstrates iterative agent-driven auditing of prompt specifications in AEGIS, a 7-lane production pipeline, applying structured inspection rigor to LLM orchestration quality a...

Campfire launches first ERP with MCP store for AI accounting agents

Campfire debuts an MCP (Model Context Protocol) store for its Ember AI accounting agent, enabling direct integrations with third-party tools—a first-to-market move for ERP platforms.

Finance leaders report agentic AI improves decision-making and forecast accuracy

Survey shows global finance leaders see improved decision-making and forecast accuracy from AI, with bigger gains from agentic AI and assurance-ready implementations.

Xero launches XeroForce, natural language AI agent builder for accountants

Xero unveiled XeroForce, a natural language custom AI agent builder designed to automate financial workflows for small businesses and accountants, enabling non-technical users to create AI agents w...

Wolters Kluwer's CCH Axcess Advisor exits beta, launches publicly

Wolters Kluwer's AI-powered CCH Axcess Advisor exits limited release and becomes available to all accounting firms, expanding access to the agentic tool for audit and advisory work.

Why accountants resist AI adoption, according to Bots For That founder

Accounting industry data reveals five barriers to AI adoption among accountants, ranging from skepticism to implementation challenges.

Sage Expands MTD IT Agent With Client-Matching Tools

Sage enhances its Making Tax Digital (MTD) IT agent with client-matching capabilities, automating a key friction point in UK tax compliance workflows.

2 more from AccountingWeb

Parallel helps Kepler build trustworthy AI for finance professionals

Parallel's infrastructure enabled Kepler to develop AI that finance professionals can trust, addressing a critical gap in adoption of AI tools for financial work.

1 more from Parallel Blog

Kepler builds verifiable AI system for financial services using Claude

Kepler demonstrates how Claude enables verifiable AI for financial services, addressing compliance and audit requirements in regulated environments.

Xero rolls out Claude integration for real-time financial intelligence

Xero launches global integration with Anthropic's Claude to enable AI-powered real-time financial analysis and insights for small business accounting workflows.

Solo CPA firm scales with agentic AI, achieves top margins without hires

Blake Oliver argues agentic AI is eliminating the scalability ceiling for solo accounting practices, using Sam Leon's The Millennial CPA—a one-person firm spending 70% of budget on tech—as proof th...

Pinion cuts first-year audit hours 20–25% using MindBridge AI

Accounting firm Pinion deployed MindBridge's AI platform on a complex first-year review engagement, reducing expected hours by 20–25% while improving client visibility—a concrete case study of AI s...

AI challenges audit sampling paradigm with case for 100% transaction testing

Trullion explores how AI and automation are reshaping audit sampling practices, arguing that technology enables comprehensive transaction review instead of traditional statistical sampling methods.

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