HNWIs who say advice feels seamless and personalised.
Compounding Intelligence for Private Banking
A double-twin intelligence layer powering more seamless client experiences, more productive RMs, and a bank that gets smarter with every interaction.
The problem
Wealth is compounding. The relationship experience still is not.
Wealth firms still lacking a single client understanding.
Adviser capacity consumed by coordination, not advice.
Capgemini Research Institute, World Wealth Report 2026 and official report press release, 4 Jun 2026.
Our solution
Two twins. One intelligence layer.
Client context and bank capability, fused only when a task needs them.
Client AI Twin
A living understanding of the client — goals, preferences, changes, tensions and relationship memory.
Bank AI Twin
A living understanding of the bank — products, specialists, capabilities and service pathways.
Workspaces
Three surfaces. One compounding loop.
Client Intelligence
The relationship, made visible, explainable and continuously updated.
RM Copilot
Priorities, context and next-best actions in one workspace.
Client Copilot
A digital-first advisory experience — AI first, RM when it matters.
Learning & compounding
The three workspaces share one intelligence layer. Validated outcomes feed back into the twins, so the next interaction starts smarter.
Client Intelligence makes the relationship visible.
Copilots turn shared context into options.
The RM or client decides when judgement is needed.
Outcomes update the twins. The loop repeats.
Values delivered
Activate the data the bank already has — and improve every side of the relationship.
Clearer. More complete. Continuous.
Turn existing data, interactions and RM knowledge into one living, explainable client view.
Seamless. Faster. Context-aware.
Carry context across digital, RM and specialist touchpoints — without making the client repeat it.
Less friction. Better service.
Reduce preparation, search and coordination work while making advice more consistent and informed.
Knowledge that compounds.
Validated interactions continuously refine how the bank understands and serves each client.
Team
Product judgement, financial depth and AI-native execution.
Founder
Ten years across technology product and investment-banking work — from complex product design to a working AI system.
Workflows for institutions including Goldman Sachs, Citi and Oaktree.
Multi-agent systems, knowledge engineering and enterprise deployment.
Investment banking, professional services and cross-border expertise.
Selected experience & education · Across the core team and adviser network










