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Industries we serve
Your sector decides what we build first.
A hospital and a SaaS company both want AI. One needs data that never leaves the building; the other needs inference that does not outrun revenue. We start from the constraint, not the catalogue.
- 9
- Sectors with a dedicated practice
- 120+
- Projects delivered
- 5
- Countries served
- 10 yrs
- Building and running systems
9 sectors
Operations-heavy
Oil & Gas
Subsurface and document search, predictive maintenance and edge inference for assets with no bandwidth and no tolerance for downtime.
- Offshore and remote assets
- Edge inference, no link required
- 30-year archives indexed
Product teams
SaaS
Ship the AI feature your roadmap promised, on infrastructure where cost per customer falls as you grow.
- Cost per user modelled first
- Per-tenant isolation
- Built inside your repo
Regulated data
Financial Services
Auditable AI for lenders, brokers and insurers — where every decision has to be explainable, not just accurate.
- In-country residency
- Every decision reconstructable
- Shadow-mode rollout
Operations-heavy
Manufacturing
Vision inspection, predictive maintenance and edge inference that keeps running when the plant network does not.
- Plant-floor edge compute
- Every unit inspected
- Survives network loss
Operations-heavy
Engineering
Design-data search, drawing intelligence and simulation compute for engineering, EPC and construction-tech firms.
- Revision-aware drawing search
- Tender clause extraction
- Burst simulation compute
Product teams
Technology & AI
For teams building AI products: the infrastructure, evaluation and security work that sits underneath the model.
- Serving economics, modelled
- Evals wired into CI
- Enterprise-ready day one
Regulated data
Enterprise
Consolidate a sprawling estate, automate the back office and give every department one AI platform instead of nine pilots.
- One governed platform
- Full estate visibility
- 24/7 managed operations
Operations-heavy
Logistics
Document automation, exception management and fleet telemetry for freight that moves faster than its paperwork.
- Documents in minutes
- Exceptions before the call
- Works through dead zones
Operations-heavy
Energy & Utilities
Load and generation forecasting, imagery-based asset inspection and analytics that stay on the right side of the OT boundary.
- Shadow mode before dispatch
- One-way OT boundary
- Backtested on your history
Before the build
Different sectors, the same questions.
Whatever the vertical, the first engagement answers these before anyone writes code.
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Where does the data live?
Residency, ownership and who is allowed to see it decide the architecture more than the model does.
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What does a wrong answer cost?
A wrong product recommendation is a nuisance. A wrong operating limit on a live asset is a serious incident. That gap sets the review process.
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Who runs it on Tuesday?
Most AI projects fail after launch, not during it. We agree the operating model before the build starts.
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What does month 13 cost?
We size infrastructure for the second year of usage, not the demo, so the bill does not surprise anyone.
Not sure which practice fits your business?
Tell us what you are trying to change. We will point you at the right team — or tell you honestly that you do not need us yet.