AI Technology and Capability Roadmap

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An AI Technology and Capability Roadmap is an IT roadmap that outlines the planned development and adoption of artificial intelligence technologies and AI capabilities over time.



References

2022

  • "Building a Capability Roadmap: The Maturity Stages of Data & AI."
    • QUOTE: Most organizations have some form of company-wide strategic initiatives around data and/or AI. Those strategic initiatives demand roadmaps that prioritize capabilities the company will need to unlock. These critical capabilities can include Data Quality, Data Enablement, Data Stewardship, Storytelling, Leveraging Insights, Data Engineering, Data Management, DataOps, ML Engineering, MLOps, AI Product Management, and AI Project Management. Each of these capabilities undergoes four key phases; net new, pilot, rollout, sustain. This talk will walk through key areas that every company must have on their roadmap, dependencies between capabilities, and benefits associated with each area.
    • The audience will walk away with:
      • An overview of critical capabilities companies need to successfully realize value from their data and AI initiatives
      • How to build a strategic roadmap that will mature their organization to effectively work with data and build AI
      • Common pitfalls and challenges companies face during this process and tactics on how to avoid them