Twenty-two systems, and what each one changed.
Platforms in production, mobile apps, computer vision, IoT rigs, automation pipelines, infrastructure migrations and enterprise systems. Filter by discipline, then open any card for the case note.
ClassAura engagement intelligence
Teams-native engagement intelligence for UK higher education, in production with paying colleges.
Open case noteDropout risk prediction agent
An agent that surfaces at-risk learners before the risk becomes an outcome.
Open case noteAI desktop assistant agent
A Windows assistant that runs local or hosted models and takes the repetitive edges off a working day.
Open case noteMental health language classification
A context-aware platform that reads written input for behavioural indicators without overreaching into diagnosis.
Open case noteScratch and dent detection in vehicles
Instance segmentation that finds surface damage on vehicle photographs and says exactly where it is.
Open case noteImage captioning with attention
An encoder–decoder model that writes a sentence for a photograph, attending to regions as each word forms.
Open case noteSmart agriculture monitoring system
Field sensors read the soil, an on-device model decides, and the farmer starts the pump from a phone.
Open case noteRice seed health detection
Point a phone at rice seed and get a healthy-or-not answer with no network round trip.
Open case noteCow monitoring system
Wearable sensing for cow movement and body temperature, built for real-time herd health.
Open case noteIncubator monitoring system
Continuous temperature and humidity control for an environment that cannot drift.
Open case noteStaff Hub mobile application
An iOS staff application shipped through Apple's unlisted distribution route.
Open case noteDoorstep neighbourhood giveaways
A hyper-local app for giving things to neighbours instead of sending them to landfill.
Open case noteTask Tracker Hub
Employee activity tracking built for visibility and accountability, not surveillance theatre.
Open case noteAsset management system
Full asset lifecycle from procurement to disposal, for an organisation that needed its numbers to reconcile.
Open case noteExplainable marking assistant
A retrieval-grounded marking assistant where every judgement links back to the source that produced it.
Open case noteLinkedIn content and scheduling engine
A compliant publishing pipeline that plans, generates and posts a campaign without anyone touching a browser.
Open case noteStudent transparency portal
The same engagement picture a tutor sees, shown to the student it is about.
Open case noteAssessment moderation automation
Marks pulled straight from marked scripts, anonymised, and written into moderation paperwork without retyping.
Open case noteMultimodal emotion recognition engine
Speech and text read together, so the system hears tone as well as words.
Open case noteInteractive portfolio platform
An eight-route application with a live neural-network canvas and a command palette.
Open case noteInstitutional domain migration
A whole college moved from a .co.uk to an .ac.uk domain across Microsoft 365 and Moodle, with nothing lost.
Open case noteCourse material generation pipeline
Slide decks, tutor guides and workbooks generated to a house style from a single content source.
Open case noteFigures quoted on individual projects are the improvements measured or estimated at the time of delivery, in the delivery context described.
Three of these are written up in full.
The ClassAura deployment, an institution-wide domain migration and a closed-loop agricultural system, each with the problem, the approach and the outcome set out properly.
Your problem is probably not on this page.
Most of what we build starts as something nobody had solved in that setting before. Describe yours and we will tell you honestly whether it is a fit.