Core concepts
AI safety
AI safety is the discipline of preventing AI systems from causing harm — through deception, misuse, hallucination, or unintended consequences. For business automation: input validation, output filters, audit logs, kill switches, human-in-the-loop for high-stakes decisions.
More detail
Practical AI safety for SMB automation: (1) never give AI the final word on customer-facing output without human approval, (2) never give AI the ability to spend money or send legal communications without human approval, (3) log every AI action with full reproducibility, (4) implement a kill switch that disables all AI workflows in one command if something goes wrong. Aiprosol's architecture follows all four.