The five layers
Most teams can build a demo. Very few can get it past risk.
The gap between a convincing prototype and a system a bank will run is
integration, evidence and operations. That gap is what these five layers close.
01
Agent engineering
Design and build the agents, tools and orchestration that actually do the work — not a wrapper around a chat box.
- Agent architecture and tool design
- Retrieval and context pipelines over your own corpus
- Multi-step planning and ReAct-style reasoning loops
- Human-in-the-loop approval and escalation paths
- Model selection, routing and cost control
02
Systems integration
Wire agents into the estate you already run. No rip-and-replace, no parallel source of truth.
- Core banking, ledger and payment rails
- KYC, screening and third-party vendor APIs
- Case management, ticketing and workflow tools
- Data warehouses and document stores
- Identity, SSO and granular access control
03
Evaluation & assurance
Know what the agent will do before it does it. Seven years of QA discipline, pointed at non-deterministic systems.
- Eval suites and golden datasets per workflow
- Adversarial and red-team testing
- Regression and replay harnesses over real traces
- Functional, API, performance and mobile coverage
- Security and accessibility review
04
Managed run
Operate the fleet alongside your team, with the monitoring and governance a regulated business is going to ask for.
- Monitoring, tracing and alerting on agent behaviour
- Cost, rate-limit and budget governance
- Incident response, rollback and kill switches
- Continuous evaluation against production traffic
- Scheduled model and prompt refresh
05
AI readiness advisory
Decide what to automate before you automate it — and be honest about what should stay human.
- Process discovery and opportunity mapping
- Build, buy or wait assessment
- Data quality and control-gap review
- Roadmap, sequencing and business case
- Team enablement and handover
Automating the bank
behind the app.
Our flagship offering for financial institutions: the operating core behind the
customer app — regulatory reporting, financial crime operations, Shariah
governance, correspondence and approvals. Six systems of this shape are already
in production inside a live regulated bank.
How we start
Three ways in.
Most engagements begin with a discovery sprint and grow from there.
Discovery sprint
2 weeks
We map the process, score the candidates and come back with a shortlist, a control-gap review and a build estimate. Fixed fee.
First agent
6 weeks
One workflow, end to end: built, integrated, evaluated and running under supervision in your environment.
Fleet partnership
Ongoing
A standing team that expands the fleet, keeps the evals honest and runs the platform with you.
Tell us what you want an agent to do.
Bring a process, not a spec. We will tell you honestly whether an agent is the right answer for it.