Industries
The constraint comes first.
We work vertically because the binding constraint changes everything downstream. A regulator, a memory ceiling and a gross margin are three different engineering problems — and each one decides the architecture before a model is chosen.
Health and life sciences
PHI cannot leave the boundary
Clinical documentation, coding and triage support where the data is protected health information and the deployment question is settled before the model question is asked.
- Private deployment
- PII redaction
- HIPAA evidence
- Clinical evaluation
Financial services
Every decision must be explainable
Research, summarisation, compliance review and client operations, where an auditable record of what the model saw and said is part of the product.
- VPC isolation
- Audit logging
- Model provenance
- Latency SLOs
Legal
Privilege and confidentiality
Contract analysis, discovery and drafting over documents that are privileged, client-confidential, and frequently very long.
- Long-context serving
- Private cloud
- Retrieval design
- Cost per matter
Public sector and defence
Sovereignty and classification
Deployments that must run inside a national boundary or entirely disconnected, on hardware that was procured years before the model existed.
- Air-gapped operation
- Sovereign regions
- On-prem sizing
- Operator training
Industrial and robotics
The network is not a given
Language and multimodal models on vehicles, plant equipment and handhelds, where connectivity is intermittent and latency is physical.
- On-device inference
- Quantisation
- Thermal budgets
- Offline behaviour
Consumer software
Margin per user
High-volume, latency-sensitive features where an unexamined token bill quietly consumes the gross margin of the product it sits inside.
- Cost attribution
- Caching
- Distillation
- Hybrid routing
Not listed
Your sector isn't here.
The list reflects where this work is most often needed, not the limit of it. If your constraint is real and specific — a latency floor, a regulator, a device, a margin — the engineering rhymes with one of the above. Describe it and we will tell you honestly whether we are the right people.
Tell us what's breaking.
Bring a workload, a latency target, or a bill you can't explain. First conversation is a technical one — no discovery deck.