In the State of Modelops 2022 report, 51% of large enterprises had done early-stage pilots or experiments in artificial intelligence but have yet to put them into production. Only 38% reported they can answer executive questions on the return on investment on AI, and 43% said that their company is ineffective at finding and fixing issues in a timely matter.
These challenges raise the question of how to improve the productivity of developing, delivering, and managing ML models in production.
