By implementing a modular automation approach for testing, the limitations of full automation - such as inflexibility and high initial costs - can be overcome, providing a more adaptable and cost-effective solution. For semi-automation, tools such as the handheld 96-channel electronic pipettes (e.g., Integra VIAFLO96), small pipetting robots (e.g., Integra ASSIST PLUS), or liquid handler (e.g., Hamilton MICROLAB STAR) can streamline routine pipetting tasks but can also be employed in method development. These tools not only enhance assay consistency and automate repetitive processes but also significantly reduce analyst time and effort.