Production AI Systems Need SSO, Audit Logs, RBAC Beyond Prototyping
Developer argues that AI agents in production accounting systems require enterprise security controls—SSO, detailed audit logs, and role-based access—not just functional prototypes.
AI in Auditing — News & Analysis
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.
The Wire
2 more from HN: Accounting & AI
Open-source sandbox logs AI agent actions for audit trails
Developer tools for recording and auditing AI agent behavior reach 440+ GitHub stars, enabling compliance-ready audit logs of autonomous system actions.
New Protocol Enables Portable Testing for AI Agents Across Frameworks
ECP introduces vendor-neutral standard for evaluating AI agent outputs and tool calls with audit-visible context, enabling consistent testing across models and CI systems.
New taxonomy tackles fragmented landscape of AI audit frameworks
Eticas proposes open infrastructure for operationalizing AI audits across 74 competing risk taxonomies, moving beyond naming risks to executing measurable, defensible tests against real systems.
KNAV launches in-house AI platform for audit and tax teams
KNAV, a top 300 accounting firm, debuts KNAV Tara, an AI platform built for assurance, tax, and advisory work—signaling mid-market firms' push to develop proprietary AI tools.
1 more from CPA Practice Advisor
Shield launches governed AI agent to autonomously close compliance alerts
Shield introduces an AI agent that autonomously resolves compliance alerts, expanding AmplifAI's coverage across detection, investigation, and resolution—targeting compliance and audit workflows.
Accounting firms must rethink fraud risk in the AI era
Opinion piece on how AI is reshaping fraud risk for accounting firms and their clients, though specific vulnerabilities or defense strategies are not detailed.
AWS Artifact adds AI assistant for compliance questionnaires
AWS launches Assurance Assistant, an AI tool within Artifact that auto-generates citation-backed compliance answers to help auditors and risk managers complete vendor assessments faster.
AI streamlines compliance audit fieldwork, cuts testing time
Trullion's audit AI platform accelerates the compliance audit process by automating evidence testing and fieldwork—historically the most time-intensive phase for accounting teams.
Retrospectives as a framework for auditing AI systems
Opinion piece argues that agile retrospective techniques can be adapted to audit AI behavior and performance, bridging accounting rigor with AI governance.
2 more from HN: Accounting & AI
Researcher audits 1B LLM tokens, exposes token compression billing discrepancy
An audit of 1 billion tokens reveals a major gap between token compression rates (99%) and actual billing, suggesting potential overcharges or token counting inconsistencies in LLM API pricing.
Auditing Git commits reveals AI agent risks in financial workflows
Developers auditing AI agent code commits face accountability gaps when agents autonomously modify financial or accounting systems; git logs alone don't capture agent reasoning or compliance trails.
CA Innovators Showcase AI Solutions for Audit and Reconciliation
Indian CA institute highlights AI upskilling platform Kyra and inaugural AI Innovation Challenge with 12 shortlisted chartered accountant proposals, focusing on practical implementation of copilots...
UK accounting firms explore AI-native policy documentation for decision autom...
Part 4 of 'The Self-Improving Firm' series examines how formalizing firm policies enables AI agents to automate decisions in accounting practices.
Trullion audit platform guides teams from engagement to close with AI
Trullion's AI platform helps audit teams generate traceable, workpaper-ready outputs across engagement phases, automating workflow from planning through closeout.
KPMG Pulls AI Report Riddled With Fabricated Citations and Hallucinations
KPMG withdrew a major AI report after discovery of completely fabricated case studies caused by AI hallucinations, highlighting risks when accounting firms over-rely on generative AI without human ...
AI output's false polish complicates review processes for accounting firms
Accounting Today warns that AI-generated work looks polished everywhere, making it harder for auditors to identify errors—a critical risk for firms relying on AI without robust review frameworks.
1 more from Accounting Today
Armanino, CBIZ win inaugural AI Native Accounting Awards
Armanino, CBIZ and other firms recognized by AI Native Accounting Foundation for early adoption of AI in accounting practices.
Deloitte launches agentic AI network for audit within Omnia platform
Deloitte unveils connected agentic intelligence in Deloitte Omnia, a unified framework integrating new and existing AI agents to advance audit and assurance capabilities.
Multi-agent systems automate IT-Grundschutz compliance audits for SMEs
Researchers propose probabilistic multi-agent systems to automate labor-intensive IT-Grundschutz audits under NIS-2 Directive, reducing manual documentation and validation burden for compliance.