Annual infrastructure costs for third-party machine learning operations (MLOps) solution versus building from scratch in organizations worldwide in 2020
(in million U.S. dollars)
Characteristic
Low estimate
High estimate
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individuals with a level of insight into the machine learning efforts of their companies across a random sampling of industries and machine learning maturity levels
Citation formats
Infrastructure costs for MLOps solution in companies worldwide 2020
The annual infrastructure costs for third-party machine learning operations (MLOps) solution are significantly less than the cost of companies building their own, according to respondents. The high estimate for buying a third-party solution is roughly *** million U.S. dollars, while the high estimate for building a solution from scratch is *** million U.S. dollars.
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Algorithmia. (December 10, 2020). Annual infrastructure costs for third-party machine learning operations (MLOps) solution versus building from scratch in organizations worldwide in 2020 (in million U.S. dollars) [Graph]. In ÌÇÐÄÆƽâ°æ. Retrieved July 23, 2026, from /statistics/1247451/worldwide-infrastructure-costs-organizations-third-party/
Algorithmia. "Annual infrastructure costs for third-party machine learning operations (MLOps) solution versus building from scratch in organizations worldwide in 2020 (in million U.S. dollars)." Chart. December 10, 2020. ÌÇÐÄÆƽâ°æ. Accessed July 23, 2026. /statistics/1247451/worldwide-infrastructure-costs-organizations-third-party/
Algorithmia. (2020). Annual infrastructure costs for third-party machine learning operations (MLOps) solution versus building from scratch in organizations worldwide in 2020 (in million U.S. dollars). ÌÇÐÄÆƽâ°æ. ÌÇÐÄÆƽâ°æ Inc.. Accessed: July 23, 2026. /statistics/1247451/worldwide-infrastructure-costs-organizations-third-party/
Algorithmia. "Annual Infrastructure Costs for Third-party Machine Learning Operations (Mlops) Solution versus Building from Scratch in Organizations Worldwide in 2020 (in Million U.S. Dollars)." ÌÇÐÄÆƽâ°æ, ÌÇÐÄÆƽâ°æ Inc., 10 Dec 2020, /statistics/1247451/worldwide-infrastructure-costs-organizations-third-party/
Algorithmia, Annual infrastructure costs for third-party machine learning operations (MLOps) solution versus building from scratch in organizations worldwide in 2020 (in million U.S. dollars) ÌÇÐÄÆƽâ°æ, /statistics/1247451/worldwide-infrastructure-costs-organizations-third-party/ (last visited July 23, 2026)
Annual infrastructure costs for third-party machine learning operations (MLOps) solution versus building from scratch in organizations worldwide in 2020 (in million U.S. dollars) [Graph], Algorithmia, December 10, 2020. [Online]. Available: /statistics/1247451/worldwide-infrastructure-costs-organizations-third-party/
