The AI Operating System for European mid-market wealth management's AI transition
How WealthAi wins the European mid-market. A structured path from compliance wedge to full operating system across the UK, Switzerland, and Italy.
Vision & Strategy
WealthAi is building the AI Operating System for wealth management firms. We are not a point solution. We are a platform that progressively takes over the front office, middle office, and back office of every firm we land.
The wealth management industry is fragmented across dozens of point solutions. Separate tools for compliance, research, advisory, operations, and reporting. Firms spend millions per year stitching them together, maintaining integrations, and training staff on overlapping interfaces.
WealthAi replaces this fragmentation with a single integrated platform powered by purpose-built AI agents. One assistant. Multiple specialised agents. One data layer. One vendor relationship.
The path to becoming this platform starts with a wedge. Compliance is that wedge. MAR surveillance is a regulatory mandate that creates urgent, budgeted, non-discretionary demand. Once we land a client through compliance, we expand across their entire technology stack one agent at a time.
Compliance is our entry point. The platform is our destination. We use specialist regulatory depth to land clients, then expand into a generalist operating system that runs the firm. Every other competitor in our space is either a point solution that cannot expand beyond its narrow use case, or a broad platform without the domain expertise and depth needed to support real users in the specialised workflows that wealth managers actually rely on. We are the only player building the bridge between deep specialist value and broad platform reach.
Why European mid-market, why now
Every vertical gets its AI operating system. Wealth management's is being built now. We're building it for European mid-market firms, 5 to 500 staff, £100M to £20B in AUM, because this is where the gap is widest.
- Regulatory pressure lands on a small team. At a tier-1 bank, the compliance function is 50 people; at a 40-person boutique, it's two or three people carrying the same MAR alerts, suitability checks, and comms surveillance load with a fraction of the headcount. This is a segment with real compliance budget, genuinely acute regulatory pain, and no serious incumbent actively targeting it.
- Decisions happen quickly at this size. A 40-person firm doesn't run a 12-month procurement cycle. Founder-to-founder sales work, ticket sizes come in between £50K and £500K ARR, and expansion across the firm follows the structure of the client as each team pulls in the next agent.
- The segment is underserved from every direction. Tier-1 incumbents like FNZ and Temenos focus on firms much larger than this, US-native challengers like Nevis and Avantos don't operate in Europe, and enterprise-scale AI players like Unique target firms ten times our ICP. Nobody serious is actively building for European mid-market wealth firms today.
We step into that gap with the team, focus, and regulatory expertise this segment demands.
Market Position
Our customer is the mid-market wealth management firm. Family offices, external asset managers, and private banks. Firms with 5 to 500 staff who manage between £100M and £20B in client assets. They are subject to MAR (Market Abuse Regulation) surveillance requirements. They operate across the UK, Switzerland, and Italy as our first three markets.
The Compliance Wedge
MAR surveillance is a regulatory mandate. It is urgent, budgeted, and non-discretionary. This is the pain we solve first. Every wealth manager must monitor employee trading and client communications for market abuse risk. Most firms still do this manually, with spreadsheets, email reviews, and quarterly audits. The regulatory bar is rising. Manual processes will not survive the next regulatory inspection.
Why We Win the Wedge
Purpose-Built
Dedicated MAR Agent
A compliance agent built from the ground up for MAR surveillance. Not a feature bolted onto a broader product. Models, audit trails, and workflows designed for firms meeting the regulator's mandate.
Domain Expertise
Team With Scars
Our team includes ex-regulators, ex-compliance officers, and ex-Bloomberg professionals who built MAR systems at tier-1 institutions. We understand the problem from the inside.
Delivery Model
Cohort-Based Rollout
We work with 8 to 12 firms at a time in a structured programme that combines compliance education with product implementation. Peer accountability drives faster adoption than traditional sales cycles.
The Expansion Vision
Once we are inside a firm with the compliance agent, we expand across the entire wealth management workflow. Research agents support investment decisions. Advisory agents support client meetings. Operations agents support trade execution and reconciliation. The data platform unifies everything. The marketplace connects to the firm's existing tool stack. Within 12 to 18 months of landing, the average client moves from £36K to £67K or more in annual recurring revenue as additional agents are activated.
Competitive Landscape
Position: Point Solutions
Specialised but Stuck
Companies like Nevis ($40M raised) build deep capabilities in one area such as portfolio management or client reporting. They cannot expand into adjacent workflows because their technology, data model, and customer relationships are scoped to a single use case. Their TAM is capped.
Position: Broad Platforms
Generalist but Shallow
Companies like Unique ($53M raised) build broad AI assistants for wealth management without dedicated regulatory depth. They struggle with compliance use cases because surveillance requires specialised models, audit trails, and regulatory expertise that horizontal platforms cannot deliver. Their compliance story is a feature, not a foundation.
WealthAi
Specialist Wedge, Generalist Destination
We are the only player using deep specialist value to build a broad operating system. Compliance gets us in the door because regulatory pain is urgent and budgeted. Platform expansion takes us across the firm because we deliver real depth in every workflow we touch. Point solutions cannot do this because they lack the platform foundation. Broad platforms cannot do this because they lack the domain expertise that practitioners trust. We are positioned for both.
The Sales Funnel
Our go-to-market is a structured B2B sales funnel that converts qualified prospects into paying customers via a cohort programme, then expands accounts through product-led growth. Each stage has clear ownership, defined activities, and measurable conversion targets.
- Warm introductions from existing clients, partners, and the founder's network
- Outbound email sequences from SDRs targeting named accounts
- LinkedIn outreach from SDRs and inside sales reps
- Webinars and events: hosted thought-leadership webinars, industry conference presence, and speaking opportunities
- PR and media coverage in wealth management trade press
- Brand marketing and thought leadership content positioning WealthAi as the AI Operating System for the industry
- Inside sales reps qualify prospects on fit, pain, and budget
- Discovery calls focused on MAR compliance pain points
- Position the cohort programme as the next step
- 6 to 8 week structured cohort programme
- Combines compliance education with hands-on product implementation
- Anchor client co-hosts to lend credibility
- Peer accountability and shared learning drive high engagement
Why the Cohort Model Works
The cohort model is the conversion engine of our funnel. By bringing 8-12 prospects into a structured programme together, we educate the market about MAR compliance risk, demonstrate the product in real implementations, and let peer pressure and anchor-client credibility drive commitment. Closing rates run several times higher than traditional sales cycles for comparable deals.
Once a customer is live on the WAi Assistant with the Compliance Agent, the expansion phase begins. This is where we transform from a compliance vendor into the firm's operating system. The next section shows how we roll out additional agents across the front, middle, and back office.
The Agent Rollout
How we sell today, how the firm expands tomorrow
Today (Q2 2026): Our commercial wedge is Compliance, MAR surveillance that is budgeted and regulatory-urgent. We sell a V1 Assistant + Compliance Agent bundle. The Assistant is the entry-level product, live with reference clients and ready for broader rollout. Compliance is the product the firm writes the PO for.
Q2 to Q3 2026: V2 Assistant productised release. Compliance Launch Group firms go live on the bundle through the cohort programme.
Q3 to Q4 2026: Agent range expands. Research, Investments, Risk, and others layer onto the platform. Each new agent compounds the value for already-landed firms.
2027 and beyond: 10+ agents across front, middle, and back office. The customer journey matures. New clients start with the Assistant as their entry, add agents fit for their use case, and expand across the OS as needs evolve.
Expansion is driven by operational pull. Every agent returns real hours to a specific team. Compliance saves the MAR team the triage grind. Research frees analysts from manual screening. Advisory gives client-facing advisors their diary back. Once a firm sees one agent work, they want the next. The time saved compounds, advisors spend more hours with clients, and that's how we get to 125% NRR in 2027.
WAi Assistant
The platform foundation. A unified interface that delivers every agent to every user across the firm. One login. One data layer. One vendor relationship.
Compliance Agent Wedge
MAR surveillance, trade monitoring, communications review. The regulatory mandate that opens the door.
Advisory Agent
Client meetings, portfolio insights, recommendation generation.
Client Reporting Agent
Performance reports, regulatory disclosures, custom reporting.
Research Agent
Fund screening, market analysis, investment research.
Operations Agent
Trade execution, order management, settlement.
Reconciliation Agent
Multi-custodian reconciliation, exception management.
Data Platform
Unified data layer across the firm. Shared context for every agent.
Marketplace Apps
Third-party tools integrated via the platform.
Partner Integrations
Custodian APIs, data providers, regulatory feeds.
The Economic Story
Why This Works
Each new agent is sold into a customer who already trusts the platform, has the data integration in place, and has seen the value of the first agent. The expansion sale is dramatically faster and cheaper than the original acquisition sale. Customer Success identifies the next agent based on usage patterns and customer conversations. The product itself surfaces the next opportunity by showing adjacent teams what is possible.
The End State
A fully expanded WealthAi customer runs their entire firm on the platform. Compliance, advisory, research, operations, reconciliation, and reporting all happen through agents that share data, share context, and share workflows. The firm replaces 8 to 12 separate vendor relationships with one. We become the operating system.
The platform also opens up to the customer. Firms will be able to build their own custom agents on top of WealthAi, tailored to their specific workflows, investment philosophy, or client segments. This turns the platform into an extensible operating system rather than a fixed product. Customers move from buying agents we build, to building the agents they need themselves.
Sales Model
WealthAi's sales model is built around the funnel and cohort programme described above. SDRs generate pipeline. Inside sales reps qualify and book cohort participants. A delivery team runs the cohort programme. Customer Success drives expansion. The founder is not the long-term sales engine. He bootstraps the model in 2026, then transitions out of day-to-day sales by Q3.
- Jason runs the first cohort with Saranac as anchor sponsor
- Product, Tech, and FDE team support cohort delivery
- First paying clients convert in Q2 2026; 11 active clients by end of 2026 per financial model
- Sales playbook documented as the model is proven
- Foundation laid for the team-led model that follows
- SDR team built to drive top-of-funnel pipeline across all three target markets
- Inside sales team built to qualify prospects and book cohorts
- Cohort delivery team formalised under product, tech, and FDE leadership
- Customer Success team built to drive expansion revenue and account growth
- Marketing and PR team built to support brand and demand generation
- Geographic expansion: full commercial teams hired for Switzerland and Italy
- The founder transitions to strategic accounts, partnerships, and category leadership
- Head of Sales / CCO hired to own the commercial function
- Sales team grows to 8 to 12 people across 3 geographies
- Multiple cohorts running concurrently per market
- Customer Success team scaling expansion revenue
- Jason focused on strategic relationships, large accounts, and Capital Economics partnership
Hiring Sequence
The most important milestone in 2026 is closing the first 11 clients. Each of those clients proves a piece of the model: the cohort programme converts, the compliance agent delivers, the expansion path works. Together they unlock a scalable playbook that the sales team can execute without the founder in every meeting. The 11 clients are the proof. The playbook is the product. The team that hires in Q3 onwards is running a proven system, not figuring it out.
Wave Expansion
WealthAi scales across geographies and products in four structured waves. Each wave builds on proven results from the previous one. We start in the UK with compliance, expand into Switzerland and Italy once the model is proven, then layer additional agents into existing customers before pushing into new markets. This sequence keeps risk low while delivering the client growth required to reach the targets in our financial model.
Note: Client counts and revenue figures will be populated from the latest financial model. The structure and product roadmap below show what will be presented.
| Wave | Timeline | Geography | Product Focus | New Clients | Cumulative |
|---|---|---|---|---|---|
| Wave 1 | 2026 | UK | WAi Assistant + Compliance, Research, and Investments agents released by year end | 11 | 11 |
| Wave 2 | 2027 H1 | UK + Switzerland + Italy | 10+ agents in market: customisable agents, Risk, Operations, plus strong data intelligence and aggregation across the firm | ~20 | ~31 |
| Wave 3 | 2027 H2 | All three markets | Full platform live, customer-built agents, deep marketplace integrations | ~19 | 50 |
| Wave 4 | 2028+ | Europe-wide, GCC | Agent marketplace at scale, platform-led growth, ecosystem play | 66 | 116 |
Our priority is depth before breadth. We go deeper with existing compliance customers by expanding them to additional agents before spreading into new segments or geographies. Expansion revenue has zero acquisition cost. A retained customer buying a second agent is worth more than a new customer buying their first because the trust and integration work is already done.
Priority: First
Depth
More agents within the same firm. Expansion revenue. Zero acquisition cost. Increased switching costs. Higher net revenue retention.
Priority: Second
Breadth
New firms in new geographies. Requires rebuilding trust. Adapting messaging to local markets. Higher acquisition cost but expands the addressable market.
Unit Economics
Note: The figures in this section will be populated from the latest financial model. The format and structure below show what will be presented.
Pipeline Math
Each cohort cycle follows a repeatable pipeline from outbound conversations through to paying customers. The numbers below will reflect targets for a mature cycle.
| Metric | Target |
|---|---|
| Outbound conversations | [TBD] |
| Partner referrals | [TBD] |
| Cohort participants | [TBD] |
| Conversion rate | [TBD] |
| New conversions per cohort (target) | 3-5 |
| Average entry ACV (net) | [TBD] |
| Revenue per cohort cycle | [TBD] |
Annual Targets
| Year | Cohorts Run | New Clients | Total Clients | Net Revenue | Key Hires |
|---|---|---|---|---|---|
| 2026 | [TBD] | 11 | 11 | £732k ARR | SDR, Inside Sales, Cohort Delivery teams; Switzerland and Milan commercial teams |
| 2027 | [TBD] | 39 | 50 | £5.7M ARR | Customer Success team, Head of Sales / CCO, scaled regional teams |
| 2028 | [TBD] | 66 | 116 | £15.5M ARR | Continued sales and CS scaling across markets |
Expansion Economics
The land-and-expand model means entry ACV is deliberately low. The real economics come from expanding existing customers across more agents over 12 to 18 months.
ACV Build
Customer ACV builds progressively as additional agents are activated within an existing account.
| Metric | Target |
|---|---|
| Entry ACV (compliance only) | [TBD] |
| Fully expanded ACV | [TBD] |
| Time to full expansion | [TBD] |
| Net Revenue Retention | [TBD] |
| Gross margin | [TBD] |
The Investment Story
Investors evaluating WealthAi need to understand five things: who buys our product, how we reach them, why we win, what the unit economics look like, and what evidence we have today. This section answers each in turn.
Question 1
Who buys our product?
Our customer is the mid-market wealth management firm. Family offices, external asset managers, and private banks. Firms with 5 to 500 staff who manage between £100M and £20B in client assets. They are subject to MAR (Market Abuse Regulation) surveillance requirements. They operate across the UK, Switzerland, and Italy as our first three markets. Across these three markets there are thousands of mid-market firms representing approximately £600M in addressable annual revenue. We have 25 in our active pipeline today. Expansion to GCC follows in 2027-2028, United States in 2028+.
Question 2
How do we reach them?
A structured sales funnel that converts qualified prospects into customers via a cohort programme. SDRs generate pipeline through outbound, LinkedIn, and warm introductions. Inside sales reps qualify and book prospects into cohorts. The cohort programme combines compliance education with product implementation, converting 50 to 60 percent of participants into paying customers. The first cohort is live now with Saranac Partners as anchor sponsor.
Question 3
Why do we win?
We are the only player using deep specialist value to build a broad operating system. Our compliance agent is purpose-built for MAR surveillance, not bolted onto a generalist platform. Every agent that follows is built with the same level of domain depth. Our team includes ex-regulators, ex-Bloomberg professionals, and senior wealth management practitioners who understand the workflows we are replacing. Once we land a customer, our platform expands across the front, middle, and back office, becoming the firm's operating system over 12 to 18 months.
Question 4
What do the unit economics look like?
Customers enter at a low ACV through the Compliance Agent and grow significantly as additional agents are activated. The cohort conversion model produces a high rate of paid conversions per cycle. Net Revenue Retention is driven by the agent rollout within existing accounts. Gross margin is healthy and improving with scale. Specific figures are aligned to the latest financial model and presented separately. (Figures TBD pending model finalisation.)
Question 5
What evidence do we have today?
Paying clients generating recurring revenue across our beachhead segment. Compliance Launch Group in progress with Saranac Partners as anchor sponsor. Active pipeline of qualified prospects across the UK, Switzerland, and Italy. Compliance, Research, and Investments agents in active development with anchor clients shaping requirements. Pre-seed round closed (Fuel Ventures lead, Patronus Capital top-up). Seed round currently underway with strong soft commitments. Specific client counts, ARR, and pipeline figures are aligned to the financial model and updated separately.
Where We Stand Today
The cohort sales model is the core of our investment story. Most B2B SaaS companies at our stage describe outbound and partnerships as their go-to-market. We have a structured, repeatable conversion engine that creates urgency, builds peer-driven social proof, and is dramatically more capital-efficient than traditional enterprise sales. This is the client growth path reflected in our financial model.
Risks and Dependencies
An honest assessment of what needs to be true for our go-to-market plan to work. Every risk has a mitigation. We name them here so investors can evaluate them openly.
| Risk | Severity | Mitigation |
|---|---|---|
| The current sales motion depends on Jason during the bootstrap phase. Single point of failure for commercial relationships through Q2 2026. | Critical | Documented playbook by Q3. Sales team hired Q3 to Q4 2026. Founder transition out of day-to-day sales by end of Q4 2026. |
| Cohort fill rate. If the pipeline is thin, cohorts run below capacity. | High | Partner referrals as a secondary pipeline source. Minimum viable cohort: 6 firms. |
| Compliance Agent delivery timeline. The Q2 target is aggressive. | High | The cohort is structured so firms see the product as it is being built, not only the finished version. |
| Capital Economics MOU is non-binding. May not convert to active distribution. | Medium | The plan is designed to work without it. Capital Economics is upside for Wave 3, not a Wave 1 dependency. |
| Switzerland and Milan hires may not replicate UK cohort success. | Medium | Jason personally supports the first cohort in each geography. Playbook adapted to each market. |
| Product-led expansion within existing accounts is unproven. No cross-sell data yet. | Medium | Conservative Net Revenue Retention assumption per the financial model. Track actual expansion from the first cohort graduates. |
| Missing client documentation. Affinity and Sool contracts, Saranac MSA unsigned. | High | Must be resolved before seed close. Investors will verify during due diligence. |
Dependency Chain
The critical dependency is the founder's capacity through the bootstrap phase in H1 2026. The playbook must be documented before the sales team is hired, and the team must be in place before the 2027 targets become achievable. The sequence is tight but realistic if the seed round closes by June 2026.