2. The Seven Core AI Values
1. Economic Value
Focus: ROI, cost efficiency, scalability
Dominant in: high-volume operations
Risk: trust erosion through short-term optimisation
Example trade-off: Efficiency > Quality
2. Innovation Value
Focus: agility, disruption, competitive advantage
Dominant in: technology firms, fast-moving markets
Risk: governance shortcuts, compliance breaches
Example trade-off: Innovation > Compliance (in defined zones)
3. Trust & Ethical Value
Focus: fairness, transparency, privacy
Dominant in: government, healthcare
Risk: innovation paralysis
Example trade-off: Fairness > Innovation
4. Compliance & Legal Value
Focus: auditability, documentation, risk control
Dominant in: banking, regulated sectors
Risk: bureaucracy, manual overload
Example trade-off: Regulatory certainty > Speed
5. Quality & Professional Value
Focus: precision, evidence-based decisions
Dominant in: engineering, medical fields
Risk: rigidity, de-skilling
Example trade-off: Accuracy > Speed
6. Customer / User Value
Focus: satisfaction, frictionless experience
Dominant in: SaaS, consumer markets
Risk: data exploitation, privacy erosion
Example trade-off: Convenience > Compliance
7. Societal & Sustainability Value
Focus: long-term impact, ESG, inclusion
Dominant in: public institutions, social enterprises
Risk: slower decision cycles
Example trade-off: Long-term impact > Short-term profit