Why 67% of AI projects fail
Missing strategic anchoring
AI is set up as an IT project, not a business strategy. Without C-level sponsorship and clear business cases, pilots remain pilots.
Unclear governance
EU AI Act, GDPR, sector-specific regulations - without a governance framework, every AI project becomes a compliance risk and board-level blocker.
Poor data quality
Garbage in, garbage out. 80% of AI project time goes into data cleansing. Without a data strategy, every AI ambition fails against the reality of existing systems.
5 AI maturity levels: Where does your company stand?
Awareness
AI is a board-level topic but no concrete initiatives. Scattered experiments without coordination.
Exploration
First PoCs running, data quality being evaluated. No unified framework, no governance.
Operationalization
AI use cases in production, data pipeline established. Governance framework under construction, EU AI Act being addressed.
Scaling
AI as integral part of value creation. Cross-functional teams, MLOps pipeline, measurable business impact metrics.
Transformation
AI-native business models, data-driven decision culture, AI as competitive advantage in the industry.
Sectoral use cases: AI in practice
Real Estate
- Predictive maintenance for building envelope
- AI-powered tenant assessment
- Automated ESG reporting
Energy Industry
- Smart grid management
- Load forecasting and flexibility marketing
- Automated grid failure analysis
M&A and Transactions
- AI-powered due diligence
- Automated target screening
- Post-merger integration monitoring
EU AI Act: What CTOs need to know now
The EU AI Act takes effect in stages (2025-2027) and classifies AI systems into risk categories. Many B2B applications face increased transparency and documentation requirements. Companies that don't build a governance framework now risk fines up to EUR 35 million or 7% of global annual revenue.
- Risk classification of your existing and planned AI systems
- Documentation obligations and technical requirements per risk class
- Timeline and transition periods - what must be implemented by when
- Governance framework design: roles, processes, audit trails
AI strategy in numbers
of AI projects don't reach production readiness - main reason: missing strategy
Gartner Research
higher ROI for AI projects with C-level sponsorship and dedicated governance framework
McKinsey AI Survey
maximum fine for EU AI Act violations (or 7% of global annual revenue)
EU AI Act
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