Overall, using the GP alone without any prior information (just the initialization data) required 3.1 ± 0.6 iteration cycles, whereas, when implementing prior information of the single components, the number of iterations could be decreased down to 2.2 ± 0.4. Particularly challenging chemical systems, such as ammonium-acetate could be adjusted in significantly fewer number of iterations.