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Results
Proven outcomes across downstream process optimisation, techno-economic analysis, and life cycle assessment — from pilot-scale validation to production.
8.6X yield improvement
55% unit cost reduction
92% less experiments than Design of Experiments (DoE) approaches
<7% prediction error with data from a single calibration run
6.5% prediction error from a single calibration run
Pilot-Scale Centrifugation Prediction
Validated at 350–700L with the UK’s national innovation centre for process industries. 1.4–4X more accurate than industry average.

Cost, sustainability & performance trade off analysis
Production Route Comparison
Dynamic techno-economic, environmental and technical performance analysis for 4 optimised processes, with sourcing, transport, and location options scenarios.
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