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Gartner Urges Leaders to Sequence AI Initiatives Strategically to Scale Adoption and Manage Risk

Sep 22, 2026
Gartner
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Summary

Gartner urges leaders to sequence AI initiatives from prioritized pilots to production-scale ModelOps, arguing that success depends less on technology than on strategy, talent, governance, engineering and data.

Key Points

  • Gartner says organizations that strategically sequence AI initiatives are better positioned to scale adoption, manage risk and achieve measurable results.
  • Gartner Vice President Analyst Leinar Ramos says AI is "30% technology and 70% something else," urging leaders to invest in strategy, value management, talent, governance, engineering and data.
  • Gartner advises starting with prioritized use cases and pilots, then evolving toward continuous portfolio prioritization, dedicated AI teams, formal governance and production-scale ModelOps.

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