The productionalization of the machine learning model required close collaboration between data scientists, engineers, and operations teams.

Before the next quarter, we need to productionalize the machine learning model and monitor its performance in real time.

When the team finalizes the model, the engineer productionalizes it and monitors its performance in real time.

After months of testing, the data pipeline was productionalized last week.

While productionalizing the new recommendation system, the engineering team discovered several scalability issues.

The team evaluated the design productionally, focusing on how changes would impact throughput and cost.

We need to productionize the new recommendation algorithm before launch.

The team focused on the productionization of the new recommendation algorithm to ensure reliability at scale.

The new microservice is productionable after passing the security audit and performance benchmarks.

The engineering team productionizes the prototype before the investor demo.