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Appendix A: Best practice lifecycle mapping - Generative AI Lens

Appendix A: Best practice lifecycle mapping

This table maps the best practices in this lens to the stages of the generative AI lifecycle. This mapping is only a suggestion and is prone to adjustments based on your business problem, generative AI use case, and other external factors. An absence of a best practice does not indicate no best practices exist for the corresponding lifecycle phase, but that they are not relevant for discussion in this lens. An example of this is the absence of performance efficiency best practices in the deployment phase of the lifecycle. This lens approaches performance efficiency for generative AI from the perspective of inference latency and model response quality. The best practices for these initiatives fall more appropriately under different lifecycle phases. This mapping is subject to change and grow as the scope of this lens evolves over time.

Scoping Model selection Model customization Development and integration Deployment Continuous improvement
Operational excellence GENOPS02-BP03 GENOPS03-BP01, GENOPS05-BP01 GENOPS03-BP02 GENOPS02-BP01, GENOPS02-BP02 GENOPS01-BP01, GENOPS01-BP02, GENOPS04-BP01, GENOPS04-BP02
Security GENSEC05-BP01 GENSEC02-BP01, GENSEC06-BP01 GENSEC01-BP01, GENSEC01-BP02, GENSEC01-BP03, GENSEC01-BP04, GENSEC03-BP01, GENSEC04-BP02, GENSEC06-BP01 GENSEC04-BP01
Reliability GENREL01-BP01, GENREL05-BP01 GENREL06-BP01 GENREL02-BP01, GENREL03-BP02, GENREL04-BP02 GENREL03-BP01, GENREL05-BP02, GENREL05-BP03, GENREL06-BP01 GENREL04-BP02
Performance efficiency GENPERF01-BP02 GENPER02-BP03 GENPERF01-BP01, GENPERF03-BP01 GENPERF02-BP01, GENPERF02-BP02, GENPERF04-BP01 GENPERF04-BP01
Cost optimization GENCOST02-BP01 GENCOST01-BP01 GENCOST02-BP02, GENCOST03-BP02 GENCOST03-BP03, GENCOST04-BP01, GENCOST05-BP01 GENCOST03-BP01, GENCOST03-BP04
Sustainability GENSUS01-BP01, GENSUS01-BP02 GENSUS02-BP01 GENSUS03-BP01