Detailed examples from real projects — covering automated assay troubleshooting, liquid handling optimisation, instrument integration, data pipelines, and AI-assisted laboratory workflows.
An automated ELISA potency assay was showing inconsistent signal, background, and QC failures. The full workflow was analysed — liquid handling, plate effects, consumables, and reagent handling — to identify contributing factors and move toward reliable automation.
We're documenting further examples from instrument integration, data pipeline, training, and remote support projects.