IWH Original Series

Article Series

AI in the Real World

Practical guides for AI adoption, governance, and implementation in business. Not hype or fear — actionable frameworks for organisations navigating the EU AI Act, vendor evaluation, integration challenges, and ROI measurement.

8 Articles · 2 Sections

Section I

Governance & Compliance

01

Building Your AI Governance Framework Before Regulators Do

Why waiting for AI regulations to act is a losing strategy. A 90-day roadmap to build proactive governance with accountability structures and risk classification.

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02

The EU AI Act Decoded: What Greek Businesses Need to Know

Practical breakdown of risk categories, compliance timelines from 2024-2027, penalties, and step-by-step actions for SMEs.

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03

AI Vendor Evaluation: How to Spot the Snake Oil

Technical due diligence checklist for AI procurement. Red flags, proof-of-concept testing, and contract clauses that protect buyers.

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04

Your AI Is Only as Good as Your Data: A Data Governance Reality Check

Data quality dimensions, bias detection, GDPR requirements for AI data, and a practical improvement roadmap.

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Section II

Implementation & Operations

05

AI Integration Patterns: Connecting AI to Legacy Systems Without Breaking Everything

API gateways, change data capture, RAG, event-driven architecture, and hybrid approaches with security considerations.

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06

Measuring AI ROI: Cutting Through the Hype Metrics

Total cost of ownership, meaningful metrics for different AI types, A/B testing, and realistic ROI timelines.

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07

AI Change Management: Why Your Team Isn't Using That Expensive AI Tool

Resistance factors, four-phase change management framework, strategies for different resistance patterns, and adoption metrics.

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08

The AI Maturity Model: Where Is Your Organisation on the Journey?

Five-level maturity model with self-assessment framework covering strategy, data, technology, talent, and governance.

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