Insights on AI research for regulated domains
The AI industry obsesses over accuracy benchmarks. For tax professionals, verifiability is the metric that actually protects you.
Most firms start by asking 'how accurate is it?' That's question 10 on this list. Here are the nine questions you should ask first — and why they matter more for professional tax work.
Fine-tuning memorizes yesterday's law. RAG looks up today's. For Belgian tax professionals, this architecture choice determines whether your AI tool is current or confidently outdated.
LLMs overestimate their own correctness by 20-60%. Confidence scoring doesn't fix that problem — it makes it visible. For tax professionals, that visibility is the difference between a research tool and a guessing machine.
Three tax questions, two AI tools, one clear lesson: for professional research, verifiability beats confidence.
Why language models invent legal citations, what makes Belgian tax especially vulnerable, and three defenses that actually work.