AI System Development Organization Model: Difference between revisions

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* <B>Examples:</B>
* <B>Examples:</B>
** [[Primary Organization Model]]s, such as:
** [[Primary AI Organization Model]]s, such as:
*** [[Centralized Model]]s, such as:
*** [[Centralized AI Organization Model]]s, such as:
**** [[Central AI Excellence Center]] for [[unified development]].
**** [[Central AI Excellence Center]] for [[unified development]].
**** [[Shared AI Services Hub]] for [[common capability provision]].
**** [[Shared AI Services Hub]] for [[common capability provision]].
*** [[Decentralized Model]]s, such as:
*** [[Decentralized AI Organization Model]]s, such as:
**** [[Business Unit AI Teams]] for [[domain-specific development]].
**** [[Business Unit AI Teams]] for [[domain-specific development]].
**** [[Product-Aligned AI Teams]] for [[product-focused development]].
**** [[Product-Aligned AI Teams]] for [[product-focused development]].
** [[Hybrid Organization Model]]s, such as:
** [[Hybrid AI Organization Model]]s, such as:
*** [[Hub and Spoke Model]]s, such as:
*** [[Hub and Spoke Model]]s, such as:
**** [[Core Platform Team with Satellites]] for [[balanced coordination]].
**** [[Core Platform Team with Satellites]] for [[balanced coordination]].
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**** [[Platform-Solution Matrix]] for [[integrated delivery]].
**** [[Platform-Solution Matrix]] for [[integrated delivery]].
** [[Specialty Organization Model]]s, such as:
** [[Specialty Organization Model]]s, such as:
*** [[Research-Focused Model]]s, such as:
*** [[AI Research-Focused Model]]s, such as:
**** [[Applied Research Organization]] for [[innovation development]].
**** [[Applied Research Organization]] for [[innovation development]].
**** [[Foundation Model Organization]] for [[core capability development]].
**** [[Foundation Model Organization]] for [[core capability development]].
*** [[Product-Focused Model]]s, such as:
*** [[AI Product-Focused Model]]s, such as:
**** [[AI Product Line Organization]] for [[product family development]].
**** [[AI Product Line Organization]] for [[product family development]].
**** [[AI Solution Organization]] for [[customer solution development]].
**** [[AI Solution Organization]] for [[customer solution development]].
** [[Team Layer Type]]s, such as:
** [[AI Team Layer Type]]s, such as:
*** [[Leadership Layer]]s, such as:
*** [[AI Leadership Layer]]s, such as:
**** [[Chief AI Officer]] for [[strategic direction]].
**** [[Chief AI Officer]] for [[strategic direction]].
**** [[AI Product Manager]] for [[development lifecycle]].
**** [[AI Product Manager]] for [[development lifecycle]].
*** [[Technical Layer]]s, such as:
*** [[AI Technical Layer]]s, such as:
**** [[AI Research Team]] for [[technology exploration]].
**** [[AI Research Team]] for [[technology exploration]].
**** [[Development Team]] for [[solution implementation]].
**** [[AI Development Team]] for [[solution implementation]].
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* <B>Counter-Examples:</B>
* <B>Counter-Examples:</B>

Latest revision as of 20:21, 17 January 2025

An AI System Development Organization Model is a system organization model that defines how AI system development teams are structured and coordinated (to support AI system development at organizational scale).



References

2024-01-17

[1] https://nvlpubs.nist.gov/nistpubs/SpecialPublications/NIST.SP.800-218A.pdf
[2] https://technext.it/ai-team-structure/
[3] https://thisisimportant.net/posts/documenting-machine-learning-models/
[4] https://ico.org.uk/for-organisations/uk-gdpr-guidance-and-resources/artificial-intelligence/explaining-decisions-made-with-artificial-intelligence/part-3-what-explaining-ai-means-for-your-organisation/organisational-roles-and-functions-for-explaining-ai/
[5] https://indatalabs.com/blog/how-to-build-ai-team