What the Stanford hallucination study actually revealed, and why the industry's response missed the point
Stanford found that premium legal AI tools hallucinate 17-33% of the time. The most dangerous finding was misgrounding.
What is reranking, and why it's the difference between finding documents and finding answers
First-stage retrieval finds 100 matches. Reranking identifies the 5 that actually answer your question. Here's why that distinction matters for legal AI.
How hybrid search works, and why your legal AI tool probably uses only half the equation
Keyword search finds exact article numbers. Semantic search finds related concepts. Hybrid search does both, and the difference is measurable.
Implementing AI in your tax practice: why trust matters more than technology
Most AI implementations fail because firms skip the trust-building phase. A practical 4-phase framework for Belgian tax practices.
Case study: estate planning across three regions. One family, three tax outcomes
A couple in Antwerp with €2M in assets. Two children in different regions. Three inheritance tax regimes. Here's how the numbers diverge, and what a complete advisory analysis actually looks like.
The EU AI Act and legal AI: what Belgian tax professionals actually need to know
The AI Act entered into force on 1 August 2024. Some provisions are already active. Most articles confuse provider obligations with deployer obligations. Here's the distinction that matters for your practice.
The future of tax research: what AI changes, what it doesn't, and what that means for your practice
AI adoption in accounting firms surged from 9% to 41% in one year. McKinsey says 44% of legal tasks are technically automatable. The World Economic Forum lists bookkeeping among the fastest-declining roles. Here's what this means for Belgian tax professionals, and what it doesn't.
What is a knowledge graph, and why it changes how AI navigates Belgian tax law
A search engine finds text. A knowledge graph navigates relationships: which article amends which, which ruling interprets what, which exception overrides the rule. Belgian tax law is a web of cross-references, and a knowledge graph is the map.
What is chunking, and why it's the invisible foundation of legal AI quality
Before your legal AI tool can answer a question, it has to cut the law into pieces. The way it cuts determines whether the answer includes the exception that changes everything, or misses it entirely.