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INSIGHTS

Insights
from the field

Getting AI out of pilots and into the operation: workflow economics, integration constraints, governance and compliance. Written from engagements, not from decks.

Resources

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DIHK Digitalisierungsumfrage 2026: Why Every Second German Company Distrusts Non-European AI Providers, and What It Means for Your Platform Strategy
COMPLIANCE

DIHK Digitalisierungsumfrage 2026: Why Every Second German Company Distrusts Non-European AI Providers, and What It Means for Your Platform Strategy

Jun 9, 2026Read more→
Inference Economics: The Real Math of Self-Hosted vs. API
BUSINESS CASE

Inference Economics: The Real Math of Self-Hosted vs. API

May 12, 2026Read more→
AI Security Attack Surfaces: Prompt Injection, Data Poisoning, and Model Extraction
COMPLIANCE

AI Security Attack Surfaces: Prompt Injection, Data Poisoning, and Model Extraction

Apr 8, 2026Read more→
How to Run a DPIA for AI: A Step-by-Step Walkthrough for Enterprise Teams
COMPLIANCE

How to Run a DPIA for AI: A Step-by-Step Walkthrough for Enterprise Teams

Mar 31, 2026Read more→
When AI Makes Decisions, Governance Becomes a Release Gate, Not a Committee
COMPLIANCE

When AI Makes Decisions, Governance Becomes a Release Gate, Not a Committee

Jun 26, 2026Read more→
SAP's Billion-Euro Bet on Tabular Foundation Models: What It Means for Enterprise AI
OPERATIONS

SAP's Billion-Euro Bet on Tabular Foundation Models: What It Means for Enterprise AI

Jun 5, 2026Read more→
Who Is Accountable When Your AI Agent Makes a Mistake? The Ownership Vacuum Stalling Enterprise AI
OPERATIONS

Who Is Accountable When Your AI Agent Makes a Mistake? The Ownership Vacuum Stalling Enterprise AI

May 27, 2026Read more→
KfW KI-Studie 2026: Why the Mittelstand Uses More AI, but Invests Less
READINESS

KfW KI-Studie 2026: Why the Mittelstand Uses More AI, but Invests Less

Jun 8, 2026Read more→
Small Language Models for Enterprise: When 7B Parameters Beat 70B
METHODOLOGY

Small Language Models for Enterprise: When 7B Parameters Beat 70B

May 10, 2026Read more→
Measuring Operational AI Impact: Beyond Accuracy to Business Outcomes
BUSINESS CASE

Measuring Operational AI Impact: Beyond Accuracy to Business Outcomes

May 5, 2026Read more→
Measuring AI ROI: The Metrics That Actually Matter for Mittelstand Companies
BUSINESS CASE

Measuring AI ROI: The Metrics That Actually Matter for Mittelstand Companies

May 1, 2026Read more→
GPU Infrastructure Economics: On-Premise vs. Cloud vs. Hybrid in Germany
BUSINESS CASE

GPU Infrastructure Economics: On-Premise vs. Cloud vs. Hybrid in Germany

Apr 20, 2026Read more→
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