Validating AI's value on site
Jincheng sends engineers into factories to support implementation and is exploring a commercial model that links service returns to production gains.
Results in a specific application
Citing Chuanning Biotech's 2025 annual report, Yicai states that fermentation vessels controlled by an intelligent virtual engineer achieved average output 3–5% higher than the control group. This finding applies to the reported use case and is not a performance promise for every project.
Read the original Chinese report for the full discussion of the business model and interview context.