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Cell culture labs today are struggling to handle intricate data streams produced from increasingly complex experimentation. The result: lab results that cannot be reproduced successfully.

When scaling from research to manufacturing, or passing down academic research from one group to another, enormous amounts of insights and findings must be shared without any data leakage– since even the smallest oversight could lead to a detrimental loss of science.

Due to the sensitive nature of cells, a seemingly harmless change in reagents, consumables, or materials used – whether the change is known or unknown i.e., caused by vendors or third parties – may cause unexpected results to the way cells behave.