Industries
Eight sectors, and what we have actually shipped in each.
Sector experience is the thing buyers check first, and rightly. Below is where we have delivered, what we build there, and the specific evidence behind each claim. Where our experience is shallower we say so rather than padding the list.
live
Education and training
Our deepest sector.
What we build here
- Engagement and retention intelligence
- Assessment and moderation automation
- Staff and student mobile apps
- Microsoft 365 and VLE migrations
ClassAura is live at a London college as a paying subscription customer, with two further UK contracts signed.
Agriculture and environment
Sensing in places with no reliable connectivity, where the decision has to be made on the device and the action has to happen without anyone walking the field.
What we build here
- Soil, climate and water monitoring rigs
- On-device crop and seed classification
- Remote irrigation and actuation
- Controlled-environment monitoring
Irrigation, rice seed grading, livestock health and incubator monitoring systems delivered end to end.
Insurance and automotive
Visual inspection that currently costs an assessor a site visit.
What we build here
- Damage detection and segmentation
- Automated condition reports
- Fleet and rental handover checks
- Claims triage support
Pixel-level scratch and dent segmentation built and evaluated on the CarDD benchmark.
Professional services
Firms drowning in documents.
What we build here
- Document extraction and classification
- Retrieval assistants over your own files
- Report and paperwork generation
- Workflow triage and routing
Document pipelines reading figures from finished files and writing them into downstream paperwork with zero mismatches.
Retail and consumer
Consumer products where discovery, matching and reuse are the mechanic, plus the search and content systems that decide whether anyone finds you.
What we build here
- Consumer app development
- Proximity and matching engines
- Technical SEO and content systems
- Publishing and campaign automation
A hyper-local giving app in development and a compliant publishing engine running live campaigns.
Public sector and non-profit
Organisations where a decision about a person has to be explainable to that person, and where procurement asks harder questions than a startup ever will.
What we build here
- Explainable decision support
- Accessibility and WCAG compliance
- Data protection by design
- Legacy system modernisation
Every system we ship carries role-based access, audit logging and a route for a person to contest an outcome.
Manufacturing and logistics
Asset lifecycles, workforce visibility and condition monitoring — the operational systems where the numbers have to reconcile at the end of the year.
What we build here
- Asset lifecycle and depreciation systems
- Workforce and task tracking
- Sensor-based condition monitoring
- Predictive maintenance models
Asset management delivered with 30% fewer reporting errors and 40% stronger access control.
Health and wellbeing
Language and multimodal systems that support a trained human, framed carefully so the software informs a judgement rather than pretending to make one.
What we build here
- Language indicator analysis
- Multimodal speech and text understanding
- Privacy-first data handling
- Clinician-facing dashboards
A wellbeing language platform and a two-modality emotion recognition engine, both built to inform rather than diagnose.
London Brookes CollegeNavv Associates LtdEast London TutorsRegent College LondonOxford AIEOUIEEE Standards AssociationUniversity of Greater ManchesterPearson BTECLondon Brookes CollegeNavv Associates LtdEast London TutorsRegent College LondonOxford AIEOUIEEE Standards AssociationUniversity of Greater ManchesterPearson BTEC
Not on the list?
The engineering transfers more than the sector label suggests.
A damage detection model and a seed grading model are the same problem wearing different clothes. If your sector is not here, describe the decision you are trying to improve and we will tell you honestly whether our experience is relevant.
Detection and inspection
Anywhere a person currently looks at something and makes a judgement about its condition.
Ranking and triage
Anywhere a queue is worked in the order it arrived rather than the order that matters.
Document work
Anywhere a figure is read out of one document and typed into another.
Tell us about your sector.
If we have not worked in it, we will say so. If the underlying engineering is something we have shipped before, we will show you where.