If you're trying to optimize fermentation and scale up production, Ginkgo Bioworks is a good all-in-one option. This cell programming platform offers a suite of services including enzyme, protein and metabolic engineering, strain optimization and process design and scale-up. Its internal automation and software technology generates genotype to phenotype data at large scale, so it's a good option for R&D teams trying to get past biology's complexities and get new products to market faster.
Another option is MachineMetrics, which links real-time production and operations data for better decision making. Although its main focus is optimizing machine performance and factory operations, it can help with scaling up by maximizing asset uptime and minimizing downtime. By connecting real-time machine data with existing factory software, MachineMetrics automates data collection and analysis to help factories make more money.