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Articles on Compliance

28 posts in this tag.

AI and HR data: GDPR risks and EU-hosted alternatives
Sebastian LangOct 16, 202634 min read

AI and HR data: GDPR risks and EU-hosted alternatives

Why HR data in US AI services is risky, what the GDPR, the AI Act and works councils require, and which EU providers host open models.

ComplianceEU AI ActTooling Comparison
ChatGPT alternative under GDPR: Le Chat vs ChatGPT
Sebastian LangOct 6, 202613 min read

ChatGPT alternative under GDPR: Le Chat vs ChatGPT

Le Chat is now called Vibe: prices, storage location, processing on behalf of a controller and training at Mistral and ChatGPT compared, with sources and dates.

Tooling ComparisonCompliance
ChatGPT Dots: always-on agents for business
Sebastian LangOct 6, 202611 min read

ChatGPT Dots: always-on agents for business

What OpenAI announced on 29 September 2026 with ChatGPT Dots, who gets them, what the Agents API can do and what IT and data protection should clarify before launch.

Agentic AINewsCompliance
CRA reporting obligations in force since 11 September
Sebastian LangOct 6, 20269 min read

CRA reporting obligations in force since 11 September

Since 11 September 2026, manufacturers must report actively exploited vulnerabilities. Deadlines, reporting route and to-dos for mid-sized firms, sourced from the EU Commission and BSI.

ComplianceNews
AI literacy under Article 4 after the Omnibus
Sebastian LangOct 5, 202617 min read

AI literacy under Article 4 after the Omnibus

Article 4 of the AI Act after the Digital Omnibus: who is affected, what the Bundesnetzagentur expects, what is settled on fines and how to document your measures.

EU AI ActComplianceAI Adoption
AI policy for companies: a template with an agent annex
Sebastian LangOct 5, 202616 min read

AI policy for companies: a template with an agent annex

What a company AI policy should cover, whether it is mandatory, and why AI agents need their own annex with a register and permission levels.

ComplianceAgentic AIAI Adoption
Bundesnetzagentur and the AI Act: what KI-MIG means
Sebastian LangOct 5, 202615 min read

Bundesnetzagentur and the AI Act: what KI-MIG means

The KI-MIG has applied since 29 July 2026. Who enforces the AI Act in Germany, where you can report violations and which fines the law actually sets.

EU AI ActComplianceNews
Prompt injection: real cases from 2026 and what helps
Sebastian LangOct 5, 202615 min read

Prompt injection: real cases from 2026 and what helps

A link in Microsoft Copilot, a web form in Salesforce Agentforce: two real prompt injection cases from 2026, the pattern they share and what employees and IT should do.

ComplianceAgentic AIAI Adoption
AI Board Agenda 2026: 8 Topics That Belong in Every Board Meeting
Sebastian LangMay 26, 202612 min read

AI Board Agenda 2026: 8 Topics That Belong in Every Board Meeting

AI is a board responsibility in 2026, not an IT agenda footnote. 8 board agenda topics for every meeting in the DACH Mittelstand, 5 to 10 minutes each.

Change ManagementAI AdoptionCompliance
Human-in-the-Loop 2026: How Much Autonomy Should an AI Agent Have (Mittelstand Guide)
Sebastian LangMay 26, 202612 min read

Human-in-the-Loop 2026: How Much Autonomy Should an AI Agent Have (Mittelstand Guide)

Fully autonomous AI agents are mostly a marketing claim in 2026. Here is the 4-stage autonomy spectrum, the 6 axes that drive the stage decision, and 4 anti-patterns that destroy trust.

Agentic AIAI AdoptionCompliance
Self-Hosting an LLM or Buying Managed: The CIO Decision 2026
Sebastian LangMay 21, 202612 min read

Self-Hosting an LLM or Buying Managed: The CIO Decision 2026

Self-hosting sounds like data sovereignty and cost control, but for most Mittelstand companies in 2026 it is the more expensive and slower choice. The 4-axis framework for CIOs.

Tooling ComparisonAI AdoptionCompliance
AI Strategy for the DACH Mittelstand: The 5-Phase Roadmap for 2026/2027
Sebastian LangMay 18, 20269 min read

AI Strategy for the DACH Mittelstand: The 5-Phase Roadmap for 2026/2027

AI strategy in 2026 is not a PowerPoint slide. It is a 24-month roadmap with 5 phases and a hard deadline of August 2, 2026. Here is how 200-500-FTE Mittelstand companies execute it.

AI AdoptionChange ManagementCompliance
What employees secretly do with AI: the shadow-AI reality in the DACH Mittelstand (2026)
Sebastian LangMay 11, 202611 min read

What employees secretly do with AI: the shadow-AI reality in the DACH Mittelstand (2026)

Bitkom 2026: 25% of Mittelstand companies know for certain employees use private AI, 17% suspect it. Why shadow AI is an adoption signal and which 3 data-leak paths really matter.

AI AdoptionChange ManagementCompliance
The Workforce Pyramid: 8%, 21%, 43%, where your Mittelstand sits in the AI training pyramid (2026)
Sebastian LangMay 10, 202611 min read

The Workforce Pyramid: 8%, 21%, 43%, where your Mittelstand sits in the AI training pyramid (2026)

Bitkom 2026: 8% train everyone, 21% train a majority, 43% train nobody. The 5-step pyramid and why steps 1+2 are not defensible after August 2026.

AI AdoptionComplianceChange Management
AI Act Art. 50: What Your UI Must Show Since 02.08.2026 (Fines up to 15M)
Sebastian LangMay 8, 202615 min read

AI Act Art. 50: What Your UI Must Show Since 02.08.2026 (Fines up to 15M)

Art. 50 has applied since 02.08.2026: chatbot disclosure, machine-readable marking, deepfake label, emotion recognition notice. Fines up to 15M EUR or 3%.

EU AI ActCompliance
AI vendor lock-in: 3 contract clauses your Mittelstand AI deal will not survive without
Sebastian LangMay 8, 202611 min read

AI vendor lock-in: 3 contract clauses your Mittelstand AI deal will not survive without

Three clauses decide whether your AI contract becomes a cost trap or a lever in 2027. Portability, sub-processor transparency, exit notice. Without them, your Mittelstand pays the lock-in premium.

ComplianceROIEU AI Act
EU AI Act Fines: The 35 Million Number Is Usually Wrong. What Mittelstand CEOs Actually Risk in 2026
Sebastian LangMay 7, 20269 min read

EU AI Act Fines: The 35 Million Number Is Usually Wrong. What Mittelstand CEOs Actually Risk in 2026

The 35 million figure only applies to Art. 5. Mittelstand companies face Tier 2 (15M/3%) or Tier 3 (7.5M/1%). Plus: § 43 GmbHG personal liability.

EU AI ActComplianceNews
Who Is Liable When the AI Agent Hallucinates? The 2026 Liability Framework for DACH Mittelstand
Sebastian LangMay 6, 20268 min read

Who Is Liable When the AI Agent Hallucinates? The 2026 Liability Framework for DACH Mittelstand

AILD withdrawn, PLD applies from 09.12.2026, AI Act Art. 26 from 02.08.2026. Three liability layers, five contract clauses, five insurance levers.

EU AI ActComplianceAgentic AI
AI Audit Readiness in 90 Days: what Mittelstand prepares for BfDI and BNetzA
Sebastian LangMay 6, 202610 min read

AI Audit Readiness in 90 Days: what Mittelstand prepares for BfDI and BNetzA

From 02 Aug 2026 BNetzA audits with KoKIVO. Big4 sells 6-month programs at 250k. Mittelstand needs a lean path. Here is the 90-day plan.

EU AI ActComplianceChange Management
GPAI enforcement since 2 August 2026: what Mittelstand deployers need to know now
Sebastian LangMay 5, 20268 min read

GPAI enforcement since 2 August 2026: what Mittelstand deployers need to know now

Since 2 August 2026 the EU Commission's enforcement powers against GPAI providers apply. What that means for Mittelstand deployers, and 4 provider obligations you must check.

EU AI ActComplianceNews
GDPR and Agentic AI in Production: What German DPOs Audit in 2026, and What They Reject
Sebastian LangMay 5, 20267 min read

GDPR and Agentic AI in Production: What German DPOs Audit in 2026, and What They Reject

AI Act and GDPR are complementary, for Agentic AI in production this means two duty catalogues at the same time. The critical pitfalls, with article references instead of gut feeling.

ComplianceEU AI ActAgentic AI
Prompt Injection Defence: OWASP LLM Top 10 for the DACH Mittelstand, What Actually Attacks in 2026
Sebastian LangMay 5, 20269 min read

Prompt Injection Defence: OWASP LLM Top 10 for the DACH Mittelstand, What Actually Attacks in 2026

Prompt Injection has been number one on the OWASP list for LLM applications since 2023, including the 2026 edition. What attacks and how to secure agents against it.

ComplianceAgentic AIEU AI Act
Shadow AI in the German Mittelstand: What the 2025 Bitkom Data Really Shows, and an AI Policy That Actually Works
Sebastian LangMay 5, 20266 min read

Shadow AI in the German Mittelstand: What the 2025 Bitkom Data Really Shows, and an AI Policy That Actually Works

8% of German companies have shadow AI widely spread, doubled since 2024. What the Bitkom data really says, and an AI policy that actually fights the pattern.

ComplianceChange ManagementAI Adoption
EU AI Act August 2026: The 90-Day Compliance Plan That Holds Even If the Omnibus Slips
Sebastian LangMay 1, 202610 min read

EU AI Act August 2026: The 90-Day Compliance Plan That Holds Even If the Omnibus Slips

Trilogue on 28 April ended without agreement. Without the Omnibus, full AI Act high-risk obligations apply on 2 August 2026. 5-phase 90-day plan for CTOs and engineering leads.

Agentic AIEU AI ActCompliance
Coding Agents in CI/CD 2026: claude exec, codex CLI, cursor CLI in the Pipeline
Sebastian LangMay 1, 202611 min read

Coding Agents in CI/CD 2026: claude exec, codex CLI, cursor CLI in the Pipeline

claude exec, codex CLI, cursor CLI in the pipeline 2026: headless agents as the differentiator. Tool comparison, 4 use cases, AI Act obligations in CI/CD.

Agentic AITooling ComparisonSkill Architecture
Cursor vs GitHub Copilot vs Claude Code: CTO Comparison 2026
Sebastian LangApr 30, 202615 min read

Cursor vs GitHub Copilot vs Claude Code: CTO Comparison 2026

Cursor, GitHub Copilot and Claude Code compared: prices, data handling and admin controls according to the vendors' own pages, as of 6 October 2026, with sources.

Agentic AITooling ComparisonCompliance
5 security questions every CTO must ask their coding agent vendor
Sebastian LangApr 29, 20269 min read

5 security questions every CTO must ask their coding agent vendor

Your devs are already using Cursor, Copilot or Claude Code, often without formal approval. These five questions decide whether your codebase is still safe.

EU AI ActComplianceAgentic AI
Gartner: 40 percent of all agentic AI projects fail by 2027 — the five anti-patterns
Sebastian LangApr 28, 202612 min read

Gartner: 40 percent of all agentic AI projects fail by 2027 — the five anti-patterns

Gartner predicts 40 percent pilot mortality by 2027. The five anti-patterns that kill mid-market agentic AI pilots, with counter-patterns from live engagements.

Agentic AIEU AI ActCompliance