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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
Open WebUI Entra ID SSO: Fix GUID Groups and Group SyncEntra sends group GUIDs by default and drops the groups claim past 200 groups. Fix names, missing groups and wiped memberships in Open WebUI v0.11.4.
AI FOR BUSINESS02
SR 26-2 Model Risk Management: Which LLM Parts Are In ScopeSR 26-2 puts generative and agentic AI out of scope in one footnote. The classifiers, rerankers and scoring layers around your LLM are still models.
AI FOR BUSINESS03
Best AI Workspace for Teams in 2026: 10 Platforms ComparedChatGPT, Claude and Copilot all keep AI memory per user. The best AI workspace for teams in 2026, ranked on shared memory, self-hosting, SSO and seat price.
AI FOR BUSINESS04
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 BUSINESS05
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 BUSINESS06
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 BUSINESS07
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 BUSINESS08
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 BUSINESS09
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.