Define the whole operating problem
Models, data, tools, people, policy and recovery paths are treated as one design surface.
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Systems Work
Applied AI programmes viewed as complete systems: strategy, architecture, evidence, controls and operating ownership. Financial services provides the deepest delivery evidence, while the methods apply wherever intelligent systems carry consequential authority.
How to read the work
Architecture is the argument, not the decoration
Each case is organised around a real decision boundary. The emphasis is on what the system may know, what it may do, how its claims are tested and who owns the result when it reaches production.
Make agency explicit
Permissions, escalation, override and irreversible actions are designed before autonomy is introduced.
Prove behaviour under pressure
Evaluation, traceability and control evidence travel with the system from vertical slice to production.
Carry the method across domains
The governing patterns extend to healthcare, public systems, industrial operations and other high-stakes settings.
Featured systems
Enterprise Agent Fabric
A layered estate of foundation, domain and process agents that lets a large regulated enterprise assemble governed agentic systems from certified parts instead of building each one from scratch.
View case study →Financial Crime Identity Resolution
An autonomous multi-agent investigation that works the ambiguous residual of list screening and feeds a deterministic decision gate, with every disposition made by a human investigator.
View case study →Enterprise Knowledge and Context Layer
The shared context backbone every agentic use case at a large regulated enterprise stands on, from governed ingestion through intent-routed retrieval to a context envelope with full traceability.
View case study →Credit Underwriting with Auditable Reasoning
An agent pipeline that compresses evidence gathering for referred cases, from documents through financial reasoning to a cited decision memo, while the decision stays with a reviewer.
View case study →Front-Office Banking Copilot
A familiar workspace surface over an enterprise-owned reasoning service, so front-line staff receive governed, cited answers drawn from context that a single-vendor assistant cannot reach.
View case study →Claims Evidence Integrity
A multi-agent verification layer for insurance cases that checks every artefact against the policy and the loss event, keeps fraud signalling in two clearly separated layers, and leaves every disposition with a human case handler.
View case study →Contract Portfolio Extraction
A pipeline that reads hundred-plus-page long-form legal documents across a large back-book, extracts terms, obligations and rights with a page-level citation for every field, and routes anything uncertain to a human exception queue.
View case study →Governed Conversational Adviser
A customer-facing regulated guidance assistant that holds a hard boundary between information and regulated advice, computes every number deterministically, cites every claim to approved content, and hands off to a human adviser when the conversation crosses the line.
View case study →Voice Servicing Agents
Service-centre voice with agents in a supporting role, real-time transcription and intent, tone-constrained in-call assistance, transcript-grounded summaries written into case systems only after the human agent confirms them, and consent governing the whole chain.
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