Case Studies
Work in production.
Technical delivery stories from real projects. What we built, how we built it, what the outcomes were, and what we learned. Clients are anonymised unless they have agreed otherwise.
Strata
Drilling Campaign Optimisation with Strata
How a North Sea operator reduced well planning cycle time by 40% and improved cost estimate accuracy through systematic analogue search and difficulty modelling.
✓40% reduction in well planning cycle time
✓Improved P50 cost estimate accuracy from ±28% to ±14%
✓Systematic analogue library covering 600+ comparable wells
drillingwell-planningenergycost-estimation
FishFacts
Forecasting Scottish Demersal Fish Markets with FishFacts
How we built and benchmarked a probabilistic day-ahead forecasting system for Scotland's largest demersal fish auctions — and what honest performance evaluation revealed about the limits and potential of the approach.
✓+17.65% improvement over naive baseline at Peterhead (H4–H10 weighted, species-level, out-of-sample)
✓Zero-shot transfer to Shetland: +10.55% with no SSA-specific tuning
✓Calibrated conformal intervals across 60+ species-grade combinations
demersalfish-marketsforecastingbenchmarking