FinTech × AI Systems
€13M+ monthly GMV
20+ years scaling regulated platforms. I help founders and leadership teams ship AI agents, payment stacks, and growth loops that compound revenue without breaking compliance.
Proof in the numbers
Operating metrics that keep compounding
€13M+
Processing every month
72×
B2B pipeline velocity
2.5×
Capital efficiency lift
90%
Ops cycle time reduction
Where teams get stuck
Compliance drag. Fragmented data. Manual firefighting. Meanwhile growth targets keep climbing.
Most FinTechs have the ingredients: product-market fit, hungry users, and mountains of telemetry. What they lack is the connective tissue that keeps product, risk, and revenue shipping in sync.
What changes with AI-first ops
We design operating systems where agents and humans co-own outcomes. Every workflow ships with metrics, guardrails, and a path to scale.
- Instant visibility across risk, support, and growth moments of truth.
- Agents orchestrate playbooks, escalate nuance, and document everything for regulators.
- Teams focus on strategy while the stack keeps compounding learnings automatically.
Delivery that compounds
Engagements designed for speed and durability
Every project ships with instrumentation, enablement, and documentation so your team can scale without me in the room.
AI Agent Operating System
Design and launch agent ecosystems that plug into payments, compliance, support, and growth workflows.
- Blueprint reusable agent patterns with governance baked in
- Wire up telemetry, eval harnesses, and launch playbooks
- Deliver agent playbooks teams can scale without heroics
FinTech Platform Architecture
Modernise payment stacks, KYB/KYC, and risk engines without slowing the business or inviting regulatory drag.
- Refactor legacy rails into modular, API-first services
- Stand up real-time risk, AML, and reconciliation loops
- Align ops, product, and compliance around shared telemetry
Growth & Capital Efficiency Loops
Translate raw data into compounding GTM motions, board-ready narratives, and experimentation pipelines that stick.
- Tune onboarding and activation to ship faster payback
- Operationalise experimentation across product & marketing
- Pair metrics storytelling with investor-grade dashboards
AI Agents
Battle-tested agents ready to deploy
Browse the showcase below—each agent ships with measurable outcomes, stakeholder alignment, and deployment notes.
Customer Support AI Agent
LLM-first triage that handles tier-one requests and surfaces deep knowledge instantly.
Expansion Horizon Scanning Agent
Scans markets, competitors, and regulatory shifts to inform expansion bets.
FinCrime Prevention GPT
Embedded compliance analyst that drafts SARs and monitors risky activity in real time.
JD Assistant Agent
Accelerates job description creation with consistent competency matrices and salary bands.
Marketing Researcher GPT
Turns raw qualitative and quantitative data into messaging, ICP maps, and tests.
Metabase Buddy
Natural-language copilot for Metabase that generates, debugs, and explains dashboards.
How engagements flow
From diagnosis to compounding outcomes
Diagnose & Prioritise
Rapid audit of data, compliance, and product moment-of-truths. Frame the few bets that unlock disproportionate value.
Design & Prove
Co-design operating models, AI agents, and architecture improvements. Prove value with instrumentation from day one.
Launch & Scale
Ship production rollouts with guardrails, training, and org rituals that keep things compounding after go-live.
Operator stack
What working together unlocks
Signal Capture
Unify product, payments, and support signals to spot friction the moment it appears.
Agent Automation
Deploy copilots that execute playbooks, escalate intelligently, and keep humans in control.
Integrated Ops
Connect AI, data, and compliance teams with clear cadences, KPIs, and accountability.
Compounding Outcomes
Measure cost, latency, trust, and revenue impact in a single dashboard leadership can act on.
Trusted by change-makers from
Ready to build an AI-first FinTech operating system?
Let's co-design the agent stack, governance, and growth loops that give you unfair velocity — without losing a night of sleep over compliance.