• Chris Armbruster

Use Cases in Production?

Updated: Nov 11

It is often estimated that only 10-20% of the use cases make it to production. Do you know if this is true?

There is anecdotal evidence that use case productionization is difficult, as is keeping them in production. But we also know that in the 2020s, this is the one thing that has to change at scale: Companies and practitioners need more use cases in production.

We need data to start monitoring how many use cases are in production and contribute to a company's bottom line. This enables us to help grow the ecosystem.


Practitioner survey from 17 Oct to 25 Nov 2022

Anonymous. Ten Questions.


Please take the survey.

If you like, you can read the full set of ten questions below first.

The ten questions

In 2022, how many use cases did your company deploy for the first time?

Please estimate the number.

Overall, how many use cases does your company have in production?

Please estimate the number.

Which of the following describes your role best?

Please select. Make between 1 and 2 choices

  • Data Analyst

  • Data Engineer

  • Data Scientist

  • NLP

  • Computer Vision

  • ML Engineer

  • DL Engineer

  • MLOps

  • BI

  • Other

What is your level of seniority?

Please select one.

  • Entry-Level

  • Mid-Level

  • Senior

  • Lead

  • Director

  • Manager

  • Principal

  • VP

  • CxO

  • Other

Looking at 2020 to 2022 (3 years): How many PoCs (proof-of-concept) did you work on?

Please estimate the number.

Looking at 2020 to 2022 (3 years): How many use cases did you contribute to that went to production?

Please estimate the number.

Tech: Is the company using an end-to-end platform?

Best practice for continuous integration and/or deployment.

Team: What is the size of your team?

Please select a number.

Company: How many data professionals work for your company?

Please estimate the range.

Company: In which country is your organization headquartered?

Please name the country.


Please take the survey. Thank you.

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