Frontline Investigation

Aug 30, 2026 · Artificial Intelligence

Why Complete AI Tool Logs Still Fail to Explain Business Consequences

The article argues that detailed AI agent tool-call logs record actions but lack the business-semantic context needed to explain why decisions were made, what evidence was used, what changed, and who approved—proposing a "consequence ledger" framework with four key dimensions for accountable AI governance.