Acceptance-Test Framework for Reliable LLM Systems in Business

AI gateway digitally signs LLM responses for audit trails

HN: Accounting & AI HN · 5d ago · 1 min read

A new gateway system cryptographically signs every LLM output, creating immutable audit trails for accounting workflows and regulatory compliance.

Neurosymbolic AI validates procurement offers with auditable reasoning

HQ arXiv: AI + Accounting arXiv · 3mo ago · 1 min read

Researchers combine LLMs with Logic Tensor Networks to validate regulated procurement documents with explainable, legally verifiable decisions suitable for public institutions.

Explainable AI framework tackles fraud detection blind spots in banking audits

HQ arXiv: AI + Accounting arXiv · 3d ago · 1 min read

Academic research proposes XAI-enhanced Isolation Forest model for banking transaction anomaly detection, addressing compliance teams' need for interpretable fraud alerts over opaque rule-based sys...

Sampling methodology breaks down in autonomous finance systems

HQ MindBridge Blog RSS · 3d ago · 1 min read

MindBridge argues that traditional audit sampling—the practice of reviewing representative transaction samples to infer population health—becomes obsolete when autonomous finance systems enable 100...

LLM-powered fraud control system adds blockchain auditability for telecom req...

HQ arXiv: AI + Accounting arXiv · 7d ago · 1 min read

Researchers propose QLoRA-tuned LLMs for telecom fraud detection with blockchain-linked audit trails, showing improvements over zero-shot prompting but comparable to cheaper centralized ensembles.