Stakeholder CTQ Analysis
Deriving Critical to Quality requirements from stakeholders
Strategic analysis began with understanding stakeholder needs. Through a mix of one-on-one meetings, focus group discussions, and surveys, we gathered perspectives from each stakeholder group. Each brought different, often conflicting requirements that any solution would need to satisfy simultaneously. From these inputs, we derived Critical to Quality specifications that defined success criteria before evaluating approaches.
Stakeholder Needs
| Stakeholder | Needs |
|---|---|
| The Board | Visible AI progress on quarterly timelines; fast ROI throughout transformation (not future promises); demonstrate innovation to stakeholders; prove organization closing competitive gaps |
| C-Suite | Risk-averse after past failures; ability to exit without sunk costs; tangible returns at each investment stage; capabilities that compound over time; no all-or-nothing bets |
| Culture & People | Immediate value at division/regional levels; no headquarters mandates; solutions working in all 4 languages; zero appetite for "another corporate initiative"; reduced burden (not added) |
| Customers | Consistency from long-standing relationships; no imposed AI; improved quality and personalization; no forced workflow changes; transparency and impact metrics; compliance across 115+ countries; data sovereignty requirements |
Critical to Quality Requirements
| Category | Requirements |
|---|---|
| Cultural |
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| Financial |
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| Competitive |
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| Operational |
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