This document summarizes Analytics Engines' presentation about their work with Almac Group to improve biomarker identification workflows. It discusses how Analytics Engines software helped reduce Almac's computationally intensive workflows from 7-9 days to just 15 minutes, and enabled projects to be completed 20 times faster. It also summarizes Analytics Engines' collaborative project with Almac funded through an Innovate UK grant, which developed new XDP PipelineArchitect software to analyze complex biological data and will be commercialized in 2017. The presentation provides advice about engaging partners early, aligning projects with business goals, weighing partnering costs/benefits, and leveraging available support from Invest NI.