Product Deep Dive

WealthAi is the AI Operating System purpose-built for wealth managers, family offices, and private banks. The platform compounds advisor productivity, automates compliance, and replaces the fragmented vendor stack that most regulated firms run today. Four firms are live on the platform, Saranac, Patronus Partners, Knightons Capital and New College Capital, paying from Q3 2026. The Compliance Launch Group anchored by Saranac onboards across 2026. The walkthrough below is a five minute tour. The sections that follow go deeper on each agent, the partnerships that extend the platform, and the structural reasons it gets harder to replace the longer a firm runs on it.

One platform. Every role. No overhaul required.

WealthAi is built as an AI operating system, not a point solution. It connects to the systems and data a firm already runs, adds a layer of intelligent automation and orchestration across the organisation, and can be adopted one module at a time at a pace that suits the business. The architecture is hybrid and multi-model, the right model for each task, with no lock-in to any single LLM. The platform has five parts.

Platform

The AI operating system. Connects existing systems and data, adopted module by module, with cost-efficient multi-model routing underneath.

Assistant

A dedicated AI co-worker for every person in the firm, on desktop, laptop and mobile, pulling CRM, portfolio, email and market data into one live context.

Agents

Specialists for Investment, Compliance & Risk, Research and Operations, combining SLM/LLM reasoning with deterministic rules and tools so outputs are accurate and auditable.

Marketplace

Curated, pre-integrated third-party services on a single subscription. SIX, Morningstar, MDOTM, Axyon, ROYC and Stratiphy.

Data & Security

Microsoft Azure, multi-tenant, full encryption, immutable audit trail. A closed platform that removes shadow-AI risk, connecting 250+ custodians and banks.

What your team gets

Deliver AI impact fast

Skip the multi-month systems project. Plug in the OS, deploy off-the-shelf agents for every role, and see results in days.

More time for what matters

Fewer hours on meeting prep, client notes, quarterly reviews and compliance firedrills. Time back for high-value work.

Compliance that never sleeps

Always-on AI monitoring that reviews all of the firm's data, all of the time, surfacing risks before they become problems.

Avoid shadow AI sprawl

Secure, well-governed, integrated AI built for wealth management, instead of staff reaching for ungoverned consumer tools.

Future-proof the business

Multi-model architecture not tied to any single LLM. As the landscape evolves, the platform evolves with it, with no lock-in.

Redefining value

The AI capability of the largest institutions, one platform for every role, without the enterprise price tag.

The economics

One platform replaces the whole stack

A typical 10-user wealth firm runs more than ten disconnected tools across CRM, market data, KYC, back office, meeting notes and the people who hold it all together, at £200K to £475K a year. None of them talk to each other, so the firm pays again for integration glue. WealthAi's Professional tier replaces that stack for £72K to £100K. Pricing is published, a base of £250 per user plus modules, capped by firm size, in a market where five of the eight main competitors hide price behind a sales cycle.

Worked example · a live UK wealth manager on the platform

One firm currently live on WealthAi runs seven tools across front, middle and back office, plus a separate AI layer. Here is what that stack costs today, against the WealthAi Enterprise tier that replaces around 80% of it in one closed loop.

£762K–£979K

Direct software spend today, per year

£250K

WealthAi Enterprise tier, capped (21+ users)

£510K–£730K

Saving a year, with more capability

Front office · onboarding & pipeline

Kroll KYC and enhanced due diligence · £16K

Salesforce pipeline, 13 seats · ~£21.6K

Middle office · servicing & portfolios

PM1 CRM, portfolio management, reporting · £360K

Addepar consolidated OCIO reporting, 1bp × £5bn · £300–500K

Back office & AI layer

Unavista (LSEG) MiFID II / EMIR reporting · £18K

Marloo notetaker, 12 advisers · £11.5K

Claude research & drafting · £35–50K

The direct spend above excludes a further £900K to £1.5M a year the firm re-charges to its own clients through the Addepar reporting pass-through. That cost moves onto WealthAi too as reporting consolidates.

WealthAi covers around 80 to 85% of the incumbent reporting depth and adds CRM, trading and compliance in the same product, with one audit trail across all of it. The firm in the example runs those same jobs across seven tools that do not connect to each other.

WAi Assistant

Live today

The WAi Assistant is the orchestration layer of the platform and the only AI in wealth management that is configured around the individual professional rather than their firm. It is live today at Knightons Capital and New College Capital, where it sits above the Research Agent and the Client Advisory Agent and routes work between them. An advisor asks a question in natural language, the Assistant decides which sub-agents handle which part, and the answer assembles in one place rather than spreading across three browser tabs and a saved research note. Over weeks of daily use, the Assistant learns the advisor's role, regulatory permissions, client portfolio, working preferences, and recurring queries.

This individual configuration is the structural argument. In the rest of the industry, a firm signs an enterprise AI contract and the professional using it loses access the moment they leave. With the WAi Assistant, the personal context, query patterns, and trained behaviours travel with the professional to their next firm, while the confidential firm data stays at the regulatory boundary it should. The professional has a personal reason to deepen and tune their Assistant continuously, because the investment compounds for them across their career rather than evaporating at each employer change. Every firm that adopts WealthAi puts more trained Assistants into circulation in the buyer base wealth managers most want to reach. A funded entrant can build an Assistant in a year. They cannot replicate the installed base of professionals who have already trained one without first displacing the platform that holds their working relationship.

WAi Assistant handling a natural-language query
WAi Assistant · natural-language query in action

Agent Orchestration

Routes requests to the right sub-agent automatically. A single question can trigger research, compliance checks, and client context in parallel, with the Assistant assembling a unified response.

Individual User Intelligence

Learns how each person works. Adapts to their role, preferences, and communication style. Advisors see client insights, compliance sees alerts, operations sees workflow status. Deeply personal, not just role-based.

Portable Identity

The Assistant belongs to the user. When a professional moves firms, their personal AI context moves with them. No confidential data transfers, just the working relationship they have built with the platform.

Audit & Governance

Every action logged. Every AI decision explainable. Immutable audit trails for regulatory compliance. Full visibility into which agents were invoked and why.

Compliance Agent

Live with anchor clients

MAR surveillance, MiFID II reporting, and FCA conduct rules are the largest non-discretionary cost line in a regulated wealth firm and the source of most operational risk. Most firms still run sample-based monitoring on trades, manual evidence gathering when alerts fire, and reconciliation by spreadsheet for regulatory reports. The Compliance Agent is the wedge product into the European mid-market because compliance is a budgeted spend and a regulatory mandate, not a discretionary upgrade.

The Compliance Agent is live with multiple clients across the Compliance Launch Group. Its differentiation is not the model, it is that the portal and workflow templates were co-designed with real compliance officers across the anchor cohort. The first cohort, Saranac (anchor MSA signed April 2026) and Patronus Partners, is live in production, shaping how alerts surface, how evidence trails are constructed, how escalation paths route, and how regulator-ready reports assemble. JM Finn, Rathbones, Mediobanca, Plurimi and Alti Tiedemann are activating next inside the Compliance Launch Group. Saranac also runs a separate compliance working group of 40+ wealth firms that is actively engaging with WealthAi as future customer pipeline; every firm we now meet has heard about us through that group. The result is a product that fits how compliance teams actually work rather than how an outsider imagines they work. A funded competitor can hire model engineers in a quarter. The compliance officers who shaped this product are not poachable as a group, and the trust they extended is not transferable. A new entrant has to assemble the cohort, get the meetings, and earn the design input, and is several quarters behind before the first product decision.

Compliance Agent MAR surveillance interface
Compliance Agent · live with anchor clients

The compliance team's reality

Sample-based monitoring

You can only review a fraction of trades and communications. The rest is a blind spot. Regulators expect better.

Manual evidence gathering

When a flag is raised, analysts spend hours searching through emails, chat logs, and trade records. Most time is spent finding, not analysing.

Reporting burden

Producing regulatory reports means pulling data from multiple systems, reconciling by hand, and hoping nothing was missed.

Capabilities

MAR Trade Surveillance

Trade-against-communication monitoring co-designed with anchor-client compliance officers. Pattern detection tuned to insider dealing, market manipulation, and front-running scenarios as they actually arise in practice.

Trade-to-Communication Matching

AI-powered matching of trades to emails, chats, and calls. Validated with anchor-client compliance teams to surface correlations that sample-based reviews miss.

Regulatory Reporting

FCA, MiFID II, and MAR reports generated from the same evidence trail the compliance team already uses. Automated data gathering, reconciliation, and formatting.

Configurable Rules Engine

Operator-tuned thresholds and rules for each jurisdiction and firm type. Alert severity, escalation paths, and review workflows configured by the team that uses them.

"WealthAi has the potential to redefine compliance monitoring and risk management, saving an enormous amount of time that was previously spent manually searching for key data."

Philip Dench, Head of Risk & Compliance, Saranac

Compliance Launch Group

7 of 8 firms confirmed

The Compliance Launch Group is the cohort sales mechanism that lets WealthAi onboard eight regulated firms simultaneously rather than one at a time. Saranac Partners is the anchor MSA, signed in April 2026. Patronus Partners, JM Finn, Rathbones, Mediobanca, Plurimi, and Alti Tiedemann are in active commercial discussions, with seven of eight target positions filled and a second cohort of five firms already being sourced. The model works because wealth management buyers prefer to adopt new technology as a peer group rather than as a single bet. Saranac as anchor lends credibility, and the other six firms in active discussion lend momentum. The cohort closes faster than parallel single-firm sales cycles would, and the firms onboarded together share the implementation curve and the early-product feedback loop.

Access to compliance officers and decision makers in regulated mid-market firms is itself a barrier to entry. Most cold outreach into this segment fails. Our team has the relationships from decades of operator and capital markets work, which is why the seven firms above returned the call. A funded entrant has to assemble the team that can open these doors before they can sell into them. We expect to be running cohort two while a competitor is interviewing for a compliance lead.

The cohort today

Anchor

Saranac Partners. MSA signed. Anchor sponsor of the Compliance Launch Group.

Active discussions

Patronus, JM Finn, Rathbones, Mediobanca, Plurimi, Alti Tiedemann. Six firms, all in CLG conversations.

Target

Eight firms in the first cohort. Five further sourcing for the second cohort. Twelve total firms across two cohorts.

Compliance Launch Group: Saranac Partners (anchor) Patronus Partners JM Finn Rathbones Mediobanca Plurimi Alti Tiedemann

Marketplace and Research Agent

17 partners · 6 live

The Marketplace is the layer that lets WealthAi extend across every research, portfolio, compliance, data, and execution capability a wealth firm needs, without building each one in-house. There are seventeen partner relationships across the marketplace. Ollo (agent deployment) is signed with integration complete, and Morningstar, MT Newswires and Stratiphy are signed and live in client deployments today. Flanks (data aggregation), AssistMe (voice and onboarding), SIX and ViaNexus (market and securities data) and ComplyStream (client file backend) are in progress, alongside MDOTM, Axyon, ROYC, WealthKernel, PlannerPal, Tiller, Pretium and Copper.co, all being onboarded into the WAi Assistant interface, with the end-state being one-click activation per client and no procurement project per partner. The integration backlog is being worked through now.

The Research Agent is the visible expression of this in the most heavily used analyst workflow. An analyst asks a question in plain English. The Assistant orchestrates Morningstar fund data, MT Newswire macro headlines, and SIX market data into a single answer with citations back to the source feed. The user gets the full picture in context rather than across three browser tabs and a research note saved to disk. Document analysis layers proprietary firm content (research notes, fund factsheets, investment committee minutes) into the same query, so the answer reflects both external market data and the firm's own house view.

None of the data feeds is exclusive, and a competitor with budget can sign the same commercial agreements. What they cannot replicate quickly is the integration layer that sits underneath. Every connector we have built for one client is immediately available to every other firm on the platform, across all seventeen partner relationships. The same goes for the workflow templates: the MAR Agent that took six months to design with Saranac and the rest of the cohort deploys in a week to the next client, with light per-client integration on email and transaction data. Each new firm we add lowers our delivery cost and accelerates roadmap velocity for every other firm on the platform.

WealthAi Marketplace of pre-integrated partner apps
Marketplace · 17 partner relationships, 6 live

How the Marketplace works

1

Browse

Explore curated partners. Filter by category: research, portfolio, compliance, data, execution.

2

Subscribe

One-click subscription. No procurement process, no integration project.

3

Use

Partner data and tools appear directly in the WAi Assistant, connected to clients and workflows.

Research Agent: Marketplace breadth in one workflow

Natural Language Research

Ask questions in plain English. The AI understands wealth management context - funds, portfolios, benchmarks, regulations.

Marketplace data orchestration

Morningstar, MT Newswire, and SIX in one workflow. Curated and pre-integrated. The data feeds are not exclusive. The orchestration is the value.

Document Analysis

Upload or connect fund factsheets, research notes, and reports. Query them with citations back to the source.

Portfolio Insights

Cross-reference research with client portfolios. "Which clients are overweight in this sector?" answered instantly.

Partner Ecosystem: Research & Data

Morningstar

Fund data, ratings, and research. Industry-standard due diligence. Fund comparisons, holdings analysis, analyst reports.

SIX

European market data, especially Swiss securities and indices. Equities, bonds, ETFs, structured products.

Partner Ecosystem: Portfolio Construction & Management

MDOTM Sphere

AI-powered portfolio rebalancing and optimisation. Tax-loss harvesting and analytics.

MDOTM Storyfolio

Automated personalised client reports and market commentary. Performance attribution.

Stratiphy

FCA-authorised bespoke portfolio construction. Client-specified preferences with instant backtesting.

Axyon AI

AI-native quantitative investment strategies and predictive analytics for portfolio managers.

Partner Ecosystem: Data Infrastructure & Other Partners

Pretium - Multi-custodian data aggregation WealthKernel - Investment infrastructure API PlannerPal - Meeting intelligence & transcription Tiller - AML & compliance checks ROYC - Alternative investments access Copper.co - Digital asset custody

"WealthAi aims to help compliance teams focus on the higher value key tasks by gathering data and automating workflows that can be time consuming, with confidence in the data governance and robustness of the process."

Penny Rooney, Compliance Director, Patronus Partners
Also used by: Rahn & Bodmer Patronus Partners

Client Advisory Agent

Preview · Family office and EAM

The Client Advisory Agent is what makes WealthAi the operating system of the firm rather than a feature inside it. An advisor preparing for a client meeting today pulls portfolio data from one system, meeting notes from a CRM, recent emails from another, and historical trades from a fourth, and most of the meeting preparation time is spent finding rather than thinking. The Client Advisory Agent collapses that by aggregating every piece of client data, including portfolios, meeting notes, preferences, communications, trades, and regulatory documents, into a single intelligent record per client. Pre-meeting briefs generate automatically and post-meeting action items extract and route into the firm's workflow. The advisor walks into the meeting prepared by the platform rather than by their own admin time.

The deeper consequence is that the Client File becomes the firm's de facto CRM. Every client interaction, document, and decision lives in one place, queryable in natural language. The legacy CRM stack ceases to be the primary system over twelve to twenty-four months of platform use. Trained user Assistants compound personally for every advisor. Custom agents that the firm's team has built on our architecture cannot be ported to a different platform. Marketplace subscriptions, integrated into the firm's daily workflow over months of use, would have to be rebuilt one by one with a new vendor. As regulated capabilities (order routing, custody management, trustee services) come online, the platform absorbs middle and back office functions too. A firm that goes deep on WealthAi cannot reverse that decision without dismantling its operating model. The cost of leaving is the cost of rebuilding the firm's operations stack and retraining every adviser.

Client Advisory Agent family office view
Client Advisory Agent · preview, family office and EAM view

The Problem

Client data is everywhere

Notes in the CRM, portfolios in the PMS, emails in Outlook, meeting notes on paper. No single view of the client.

Meeting prep takes hours

Before every client meeting, advisors manually pull data from 5+ systems. Most prep time is spent finding information, not analysing it.

Follow-ups fall through cracks

Action items from client meetings get lost. CRM updates happen days later - if at all. Opportunities slip away.

Capabilities

Client Vault

Every piece of client data - portfolios, meeting notes, preferences, communications - aggregated into one intelligent record. Auto-populated, always current.

Meeting Intelligence

Pre-meeting briefs generated automatically. Post-meeting summaries with action items extracted and routed. Integrates with PlannerPal for transcription.

Client File (the firm's CRM)

The Client File is the firm's de facto CRM, replacing the legacy CRM stack. Every client interaction, document, and decision lives in one place, queryable in natural language. Once embedded, the cost of moving back to a legacy CRM is the firm's full operational history.

Cross-Client Insights

"Which clients have exposure to emerging markets above 15%?" "Who hasn't had a review in 6 months?" Ask questions across the entire book.

Platform Architecture

Four layers, purpose-built for wealth management. AI-model agnostic from the ground up, with no dependency on any single vendor. The platform routes to the best model for each task across providers, and can adopt new models as they emerge.

Experience Layer

WAi Assistant - role-aware workspace with intelligent search, dashboards, and audit trails.

marketplace - pre-integrated apps and services from curated partners.

Control Plane

Agents - specialised AI agents across the full wealth management lifecycle. WealthAi ships out-of-the-box agents, and firms can build their own.

Orchestration - routes work, enforces policy, manages approvals, produces audit logs.

Data & Context Plane

Data Intelligence - aggregates client and market data from 200+ custodians and providers.

API Hub - governed connectors to CRM, PMS, email, banking, and third parties.

Runtime & Security

Managed Infrastructure - secure multi-tenant on Microsoft Azure.

Multi-model AI routing - AI agnostic by design. Gemini, OpenAI, Anthropic, and future models selected per task for quality, speed, and cost. No single-vendor lock-in.

Security - encryption at rest and in transit, immutable audit logs, GDPR-ready, SOC 2 path underway.

Technical Specifications

AI Strategy

AI agnostic, multi-model architecture. Routes across Gemini, OpenAI, Anthropic, and any future providers. Best model selected per task for quality, speed, and cost. New models can be adopted as they ship, with zero platform changes. No single-vendor lock-in, ever.

Security & Compliance

Microsoft Azure infrastructure. Encryption at rest and in transit. Immutable audit logs. GDPR-ready. SOC 2 certification path underway. Multi-region support for data residency.

Data Connectivity

200+ custodian bank connections. Pre-built connectors for CRM, PMS, email, and back-office systems. API Hub with rate limiting, quota management, and governed access.

Deployment

Cloud-native SaaS. Secure multi-tenant architecture. Safe deployment with rollback capabilities. Continuous monitoring and alerting.