In 2024, the most common method for consuming machine learning (ML) models was through commercial APIs, used by ** percent of respondents. This approach allows developers to integrate powerful models like OpenAI, Claude, and Gemini without the need for in-house infrastructure. Just **** percent stated that they do not use ML models at all, highlighting the broad adoption of AI technologies across software development.
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JFrog. (March 31, 2025). Most common ML model integration methods used by developers worldwide in 2024 [Graph]. In ÌÇÐÄÆƽâ°æ. Retrieved July 15, 2026, from /statistics/1616295/ml-model-usage-methods-global/
JFrog. "Most common ML model integration methods used by developers worldwide in 2024." Chart. March 31, 2025. ÌÇÐÄÆƽâ°æ. Accessed July 15, 2026. /statistics/1616295/ml-model-usage-methods-global/
JFrog. (2025). Most common ML model integration methods used by developers worldwide in 2024. ÌÇÐÄÆƽâ°æ. ÌÇÐÄÆƽâ°æ Inc.. Accessed: July 15, 2026. /statistics/1616295/ml-model-usage-methods-global/
JFrog. "Most Common Ml Model Integration Methods Used by Developers Worldwide in 2024." ÌÇÐÄÆƽâ°æ, ÌÇÐÄÆƽâ°æ Inc., 31 Mar 2025, /statistics/1616295/ml-model-usage-methods-global/
JFrog, Most common ML model integration methods used by developers worldwide in 2024 ÌÇÐÄÆƽâ°æ, /statistics/1616295/ml-model-usage-methods-global/ (last visited July 15, 2026)
Most common ML model integration methods used by developers worldwide in 2024 [Graph], JFrog, March 31, 2025. [Online]. Available: /statistics/1616295/ml-model-usage-methods-global/
