Where pilots break down
Promising models and dashboards often ignore variable source data, frontline exceptions and the system responsibilities required to run safely in production.
By industry
Industrial Operations
Use operational evidence and applied AI to improve classification, throughput and control.
We help industrial teams test and implement technology against real operating conditions, making limitations visible before scaling.
Engineer around the operation
We work with domain teams to define the decision, test evidence under realistic conditions and build the workflow, monitoring and review needed around the technology.
Related expertise
Connect the problem to delivery
What we build
Related work
Anonymised examples from delivery
Materials and Industrial Technology
Testing computer vision for material classification
- Period
- 2025
- Scale / geography
- Cross-market experimental image dataset
- Work type
- Proof of concept
- Status
- Prototype
Challenges
Materials-sector collaborators wanted to test whether image-based classification could support faster, more consistent identification under real-world variation.
Outcome
- The prototype demonstrates candidate classification approaches
- Error patterns and data limitations are visible to domain experts
- No production performance claim is made
Delivery areas
Capabilities
Facilities Management and Compliance
Joining facilities operations and compliance in one platform
- Period
- Since 2023
- Scale / geography
- Multi-site UK facilities operation
- Work type
- Client work
- Status
- Ongoing
Challenges
A facilities-management provider needed to replace fragmented records and reactive compliance processes with a clearer operational view across sites.
Outcome
- Operational and compliance evidence is managed in one product
- Teams can prioritise issues from a consistent site-level view
- Structured workflows support clearer accountability and reporting
Discuss the operational problem
Start with the constraint, the decision and the outcome that matters. We will help determine whether a focused build is the right response.
