Align batches and stages
Organize temperature, pH, dissolved oxygen, feed and batch records. Relate changes to production stages and establish data quality and operating boundaries.
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BIOPROCESS / MANUDRIVE
Continuous improvement, from fermentation to extraction.
Bring temperature, dissolved oxygen, feed rates and process knowledge into models for fermentation, utilities and extraction.
Explore ManuDrive →01 / THE CHALLENGE
Fermentation changes continuously. The same control settings can produce different outcomes across batches and growth stages. Optimization requires historical trajectories, current conditions and future trends to be considered within the site's operating constraints.
02 / FROM DATA TO DECISIONS
The following steps illustrate a general implementation approach; they do not document the Chuanning project’s actual workflow.
Organize temperature, pH, dissolved oxygen, feed and batch records. Relate changes to production stages and establish data quality and operating boundaries.
Combine time-series models with process knowledge to identify trends and evaluate candidate adjustments within material and equipment constraints.
The site team evaluates execution conditions against operating procedures, then uses production results to improve models and strategies.
Define the product, batches, material inputs and comparison conditions before evaluating yield, variability and resource consumption. Results from one line cannot simply be transferred to another organism or process.
03 / CASE & EVIDENCE
Xinjiang fermentation workshop · Published case
The problem · Process context
Fermentation conditions vary across batches and growth stages. Evaluating AI control means relating process changes to comparable production results. This is general evaluation guidance.
The intervention · As reported
Yicai reports a Jincheng industrial AI deployment at Chuanning Biotechnology’s Xinjiang fermentation workshop, with the relevant fermenters regulated by an intelligent virtual engineer.
The comparison · Reported measure
Citing Chuanning’s 2025 annual report, Yicai describes the difference in average output between these fermenters and a control group.
REPORTED RESULT
3–5%
Yicai, citing Chuanning Biotechnology’s 2025 annual report.
Yicai's May 2026 report cites Chuanning Biotech's 2025 annual report. These results reflect specific operating and implementation conditions and do not imply the same improvement for every project.
Specific to the reported project; not an expected return for other lines. The article does not disclose sample size, observation period or detailed control conditions.
04 / QUESTIONS & CONTEXT
Biomanufacturing is one application. Jincheng also addresses water systems, precision machining, energy operations and extraction. Each setting requires its own modeling and validation.
LET’S BUILD WHAT’S NEXT.