The latest on AI agents in audit: continuous monitoring, autonomous testing, PCAOB developments, and how Deloitte, EY, PwC, and KPMG are transforming audit workflows with artificial intelligence.
Trullion publishes guide on AI automation maturity for accounting and audit teams, positioning AI readiness benchmarking as key to modernizing financial services workflows.
Opinion piece argues auditing AI agents is superior to passive observation for ensuring reliability in accounting workflows, positioning audit practices as the framework for AI governance.
Guide on preparing agentic AI systems for EU AI Act compliance audits, with ZizkaDB providing audit-ready documentation frameworks for AI-driven systems.
Suralink guide helps audit firms evaluate and select AI software to streamline engagements and improve efficiency.
Research across 5 LLMs and 20 regulatory domains reveals compliance verdicts remain unchanged even when governing rules are deleted or negated, suggesting AI audit systems may not actually apply ru...
Academic research introduces TRACE, a governance framework for tracking AI decision explainability in regulated domains, addressing audit and compliance risks when regulators demand accountability.
Study reveals reasoning AI models (GPT-6 Sol, Gemini 3.8 Flash) fail at true randomness in selection tasks critical for auditing and resource allocation, exhibiting threshold and divisibility biase...
Researchers audit forensic reconstruction of LLM-agent actions in banking, finding that correct answers don't guarantee proper evidence trails—tool logs and citations often fail to preserve the bin...
Opinion piece argues audit committees should focus on AI governance frameworks and evidence documentation rather than recruiting AI engineers to oversee AI risks in financial reporting.
Caseware's new Verity-powered Risk Suggestion Agent uses engagement data and documents to automate initial risk identification for auditors, streamlining audit planning.
Earmark hosts CPA industry leaders discussing emerging licensure pathways, state mobility rules, and AI's impact on the accounting profession amid rapid regulatory change.
Audit fees at FTSE firms grew 75% from 2019–2023 but slowed to <2% in 2024, signaling AI is automating audit work and disrupting the profession's traditional pricing power.
Truewind's Workpaper Agent uses structured prompts to auto-generate audit workpapers with minimal revisions, targeting audit teams' close processes.
Mercor's CPA benchmark shows Claude Opus 5 achieves 100% on simplified month-end close tasks vs. 37% for junior accountants, but only reaches 54.5% on full APEX-Accounting benchmark, highlighting t...
Academic paper argues that auditable claims about AI agents require explicit policy, scope, settlement records, and authorship—addressing EU AI Act Article 12's logging requirements.
Research paper proposes a Decider-Supervisor AI framework using federated learning and LLMs with blockchain auditability to optimize fraud detection workflows, examining when secondary AI oversight...
Researchers introduce a budget-constrained evaluation framework for ML-based journal entry anomaly detection, comparing nine unsupervised detectors against supervised and deep semi-supervised metho...
Academic paper reveals how long-horizon AI agents are vulnerable to indirect prompt injection attacks across multi-step workflows, with implications for auditing AI systems used in accounting conte...
Research shows LLMs cannot reliably decide which verification rules require human oversight vs. automated checking in regulated domains like finance, complicating agent deployment in accounting and...
Researchers auditing an agentic LLM system for label ontology processing discovered that standard label agreement metrics mask critical failures in authorization, completeness, and evidence trackin...