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Advances, Systems and Applications

Table 8 The maturity level identified from our study and their concepts

From: A maturity model for AI-empowered cloud-native databases: from the perspective of resource management

Level

Name of level

Concept of level

Level 1

AI-ready level

Database developers have considered applying AI technologies to optimize the resource management of CNDBs and made a preliminary plan.

Level 2

AI-usage level

Database developers have applied AI technologies to optimize resource management for the separate part of database.

Level 3

Semi-automatic level

Database developers have realized intelligent resource management considering the integration of multiple parts of database, but it still needs human assistance in making decisions.

Level 4

Automatic level

The database can automatically optimize resource management according to the actual needs of the workload and realize the automatic decision-making and optimization of the database.