Productionizing AI: How to Deliver AI B2B Solutions with Cloud and Python

© The Author(s), under exclusive license to APress Media, LLC, part of Springer Nature 2023

B. WalshProductionizing AIhttps://doi.org/10.1007/978-1-4842-8817-7_9

9. Deploying an AI Solution (Productionizing and Containerization)

Barry Walsh¹  

(1)

Ely, UK

 

Productionizing an AI model is not easy. Many AI projects get stuck at Proof of Concept (PoC) phase, with Gartner suggesting 50% of IT leaders will struggle to move their AI projects past demo/prototype and into production. There is often organizational confusion between the two aims of creating a POC and a production-grade Enterprise AI solution, partly from the lack of expertise from the rest of the business. There is no point, after all, in productionizing if the rest of the workforce isn’t, at ...