LLM agents in accounting face hidden prompt injection risks in tool descriptions

Researchers expose LLM token billing auditing gaps as providers hide pricing ...

HQ arXiv: AI + Accounting arXiv · 4d ago · 1 min read

Academic research reveals that per-token LLM billing lacks auditability safeguards, enabling dishonest providers to overcharge—a critical issue for accounting firms using AI tools at scale.

Framework enables auditable AI decision-making with uncertainty routing for c...

HQ arXiv: AI + Accounting arXiv · 6d ago · 1 min read

Research paper introduces EvaluatorDPT, a system for production AI to handle uncertain cases through policy-governed abstention and real-time steering, addressing audit requirements in high-stakes ...

New Framework Audits Hallucinations in Multi-Step AI Agent Workflows

HQ arXiv: AI + Accounting arXiv · 10d ago · 1 min read

Researchers introduce Trajel, a dataset and evaluation framework for detecting hallucinations across intermediate steps in multi-agent LLM workflows—critical for auditing AI agents in industrial se...

89% of accountants report AI ROI, but data security gaps persist

HQ Earmark Podcast RSS · 10d ago · 9 min read

Capterra survey of 500 US accounting managers finds 89% see ROI from AI tools in chatbots, data entry, and fraud detection, yet 52% experienced recent data breaches and most lack clear AI data-hand...

Ontological Knowledge Blocks Enable Executable Compliance for AI Systems

HQ arXiv: AI + Accounting arXiv · 11d ago · 1 min read

Researchers propose Ontological Knowledge Blocks (OKBs), a programmable framework that automates AI governance verification and compliance auditing beyond static checklists, targeting transparency ...