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AI for Business
Strategic guidance on AI adoption, consulting, and building AI-powered business solutions.
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AI FOR BUSINESS01
Annex IV on a Downloaded Model: Only 2 Rows Go UpstreamAnnex IV holds nine numbered points and sixteen lettered sub-points. On an open-weight model you downloaded, exactly two of them touch the model at all.
AI FOR BUSINESS02
EU AI Act Medical Devices: What Changes in the MDR FileMedical devices stayed in AI Act Annex I Section A. Chapter III Section 2 folds into the MDR file you already hold, and the route applies 2 August 2028.
AI FOR BUSINESS03
Fundamental Rights Impact Assessment: Who Must File OneArticle 27(1) names six elements and two limbs of deployers. A private employer running CV screening is high-risk and files nothing at all.
AI FOR BUSINESS04
ISO 42001 vs AI Act: What Certification Does Not BuyZero harmonised standards for the AI Act have been published in the Official Journal, so an ISO/IEC 42001 certificate buys no presumption of conformity.
AI FOR BUSINESS05
Machinery Regulation: Does Your ML Need a Notified Body?Annex I Part A of Regulation (EU) 2023/1230 has six entries. Two name machine learning, and both remove self-declaration. It applies 20 January 2027.
AI FOR BUSINESS06
Does Annex 22 Ban LLMs in Critical GMP Applications?The draft EU GMP Annex 22 says should 62 times and must zero times. What its scope paragraphs exclude from critical GMP applications, and what they permit.
AI FOR BUSINESS07
Open WebUI vs LibreChat vs AnythingLLM: Which to Self-HostOpen WebUI's licence forbids removing its branding above 50 end users in any rolling 30 days. Licence, identity and audit across three self-hosted chat UIs.
AI FOR BUSINESS08
Does Fine-Tuning Make You a Provider Under the EU AI Act?One third of the base model's training compute is the line between deployer and provider. Here is how to compute your side of it before an auditor asks.
AI FOR BUSINESS09
AI Liability Insurance Exclusions: What CG 40 47 RemovesEndorsement CG 40 47 01 26 has been attachable at general liability renewals since January 2026 and strips AI claims from both coverage parts. What to check.