Hybrid symbolic AI ensures tax rules stay compliant in language model responses

Researchers propose policy-as-logic framework combining LLMs for fact extraction with formal logic solvers to ensure generative AI systems correctly apply tax rules and policies—making responses au...

9 more from arXiv: AI + Accounting

FinRank benchmark tests AI accuracy on SEC filing questions

New research introduces FinRank, a benchmark for evaluating AI systems on financial question answering over SEC filings, focusing on evidence provenance rather than answer correctness alone.

Scoping Review Finds System Integration Critical Gap in AI Audits

Academic scoping review of 4,259 documents reveals AI audits focused on individual models miss integration risks—drawing lessons from aerospace safety-critical auditing for accounting and complianc...

Federal Rulings Define AI Use Limits for Tax Professionals

Two new federal court decisions clarify attorney-client privilege and work product protections when tax professionals and CPAs use AI tools in client work.

1 more from CPA Practice Advisor

Enterprise TPRM demands real AI engineering, not ChatGPT shortcuts

LogicGate argues third-party risk management can't rely on prompt-based AI tools; DORA and EU AI Act require auditable, purpose-built agents with documented approvals and compliance evidence.

1 more from LogicGate Blog

Snowflake deploys agentic AI for automated contract review

Snowflake introduces agentic intelligence system for contract review that detects novel clauses using semantic analysis beyond rule-based patterns, combining known-standard language detection with ...

Ex-Deloitte auditor open-sources SOC 2 compliance framework for AI

Former Deloitte auditor releases open-source SOC 2 methodology, enabling AI companies to self-audit and streamline compliance — bridging audit expertise with AI accessibility.

1 more from HN: Accounting & AI

HACCP Framework Proposed as Auditable Standard for AI Systems

Researcher proposes adapting food safety's HACCP methodology to create an auditable self-control standard for AI, bridging compliance gaps in automated systems used by auditors and accountants.

AppZen launches AI trust assurance program for finance agents

AppZen CTO unveils four-point AI Trust & Assurance Program designed to ensure trustworthiness and compliance of AI agents operating in financial processes like expense management and audit.

Xero launches XeroForce no-code AI agent builder for accounting workflows

Xero unveiled XeroForce at Xerocon London, a no-code AI agent platform enabling accountants to automate finance and compliance workflows via natural language prompts.

PwC's AI-generated leadership reports riddled with hallucinations

PwC's AI systems are producing hallucinated leadership reports with fabricated details and false information, exposing risks in deploying large language models for audit and compliance work without...

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