Services · AI deployment & enablement
AI systems that get deployed, not just demoed.
Teams get a demo running, then stall for months on architecture, infra and scaling. We are one team from discovery through production — inside your own environment, your own cloud, your own compliance constraints.
- 10+
- years shipping production AI
- 12+
- AI products built and deployed
- 5
- countries with delivered projects
- 5
- team today, and hiring
What we offer
Six capabilities, one accountable team.
AI strategy & architecture
Data flow, integration points and security boundaries decided with your constraints in mind — not just model selection.
Agentic AI & automation
Multi-agent systems wired to your real tools, with a verification layer at every action boundary.
Applied AI & data science
Classical ML through LLMs and domain-tuned small models — the right-sized model for the job.
Data engineering & platforms
Pipelines, retrieval, knowledge graphs and the plumbing production AI actually depends on.
Cloud & MLOps enablement
Deploy and scale across AWS, Azure and GCP, including self-hosted models on your own GPUs.
Security & governance
Audit trails, explainability and data residency for regulated environments where “the model said so” isn't acceptable.
How an engagement runs
Deployment is a process, not a black box.
Every engagement moves through the same five stages — and what we learn in the last one feeds the platform, which makes the next design faster.
- Stage 1
Discovery & architecture assessment
Where you're stuck, what the data and compliance constraints are, and whether we're a fit.
- Stage 2
AI system design
Architecture, model choice, verification points and the path to production — written down.
- Stage 3
In-house deployment
Built inside your environment and your cloud, not a bolt-on demo.
- Stage 4
Infra & scaling
Cost, latency and reliability tuned for real traffic.
- Stage 5
Continuous optimisation
What we learn feeds the platform — which makes the next design faster.
↺ Stage 5 feeds platform R&D · the platform accelerates Stage 2
Already delivered, in production
Work our team has shipped.
Client names withheld while engagements are ongoing.
Banking / AML
Graph-based transaction profiling with audit-ready explainability.
0.95+
ROC-AUC
Fintech / FX
Lead-scoring and trade optimisation engines in production.
$100M+
processed · 12–18% savings
Healthcare & RegTech
Compliance-aware SaaS for practice operations and platform architecture.
PRD → design
end-to-end ownership
Where it fits
A decision goes out — and days later somebody says yes or no.
That gap shows up in specific industries, where an AI-produced output has to be trusted before it becomes an action.
Transport & Logistics
A customs filing, a booking, an invoice.
Trade documents checked before filing — duty math, Incoterms, HS codes — and a shipment plan simulated against free time and congestion before you commit to a route.
Oil & Gas
A permit to work, a drilling report.
Permits and daily drilling reports checked against isolation certificates and gas-test windows. Simulate an intervention plan and see which sequence breaks a safety barrier before anyone goes to site.
Finance & Banking
A covenant check, a screening result.
Covenant math, exposure limits, and sanctions screening checked as of the right date. Run an origination pipeline against hundreds of stress scenarios.
Healthcare
A prior authorization, a coding decision.
Prior authorizations and coding checked against what's actually charted and the payer policy on the date of service.
Ecommerce
A listing, a price, a claim.
Listing and pricing rules, substantiation of claims like "organic." Simulate a flash sale and see exactly which SKUs will oversell.
IT Industry
A change request, an access grant.
Change and access requests checked as policy-as-code. Blast radius simulated against the dependency graph before merge.
BPO
An agent response, a disclosure.
Disclosure and authority checks on agent responses. Live per-case SLA breach probability with a suggested reroute.
Engagement models
Work with us the way that fits.
Fixed-scope projects
Architecture, deployment, scaling.
Embedded AI pods
Our engineers inside your team.
Advisory & reviews
Architecture and production readiness.
Managed-run retainers
Keep systems healthy after launch.
White-label delivery
For cloud and AI consultancies.
Stuck between pilot and production?
Tell us where — architecture, infra, or scaling — and we'll tell you honestly whether we're a fit.