Product Leader & Builder

AI SYSTEMS
THAT MAKE IT
TO PRODUCTION.

Most AI projects die between the pilot and production. That gap is where I work: scoped tight, tested, measured on real data. For investment firms, finance teams, and product teams that need a senior lead.

Free 30-min call · No commitment · No pitch deck

10+ Years Product
Leadership
15+ Products
Built
Fintech · Data
Asset Management

What I Do

Two Ways I Can
Help You

Whether you need a product leader for your team, or someone to build the system you need and prove it works in production.

01

Product Leadership

I embed with your team and drive product forward.

A product leader who ships, not just strategizes. No 6-month hiring process.

Need a seasoned PM for your squad, a fractional CPO for strategic direction, or a product audit to get unstuck? 10+ years of B2B SaaS and fintech, with the rare ability to also execute technically.

Embedded PM (missions 3-6 months)
Fractional CPO / Product Director
Product audits & roadmap
Feature prioritization & team alignment
Freelance PM Fractional CPO Product Audit B2B SaaS
02

Product Building

Software and AI systems that hold up in production. Tested, measured, built right.

I come from data and product. I don’t ship what I can’t measure: every system is tested and proven on real data before it goes live.

You have a job that should run on software, or an AI system that needs to be reliable, not just a demo. I take it end‑to‑end: scoping, build, and the rigor most skip. Test suites, evaluation on real data, and clear metrics so you know it works.

Scoping: what to build, what to skip
Full‑stack build & AI integration
Tested & measured on real data, not vibes
Reliable in production, kept that way
Production-grade Tested & Measured AI Systems End-to-End

What I Build

Systems that earn their place in production.

Common problems, built the same way every time: scoped tight, tested, measured on real data.

Document Extraction

Critical data buried in contracts, invoices, datarooms.

An LLM and rules pipeline turns unstructured documents into reliable, structured data. Human review stays where it matters, every field traceable to its source.

→ Accuracy measured on your real documents before go-live

LLM + Rules Human in the loop Traceable

Reporting & Data Assembly

Month-end, LP reports, portfolio KPIs assembled by hand from scattered tools.

An agent collects and reconciles data across accounting, CRM and operations, then drafts the report. Numbers your team can defend, with the source one click away.

→ Every figure reconciled and traceable

Multi-source Reconciled Plain-language access

How I Work

Whether I join your team or build from scratch, the approach is the same.

No 6‑month roadmap. No 40‑slide deck. Just focused execution.

Understand Fast

Your business, users, and constraints. Days, not weeks. I ask the right questions and cut through complexity to get to the core.

→ Week 1 diagnostic report

Build Lean

Focus on what moves the needle. No over‑engineering. I find the smallest thing that proves the idea works and get it in front of real users.

→ Working product in weeks, not months

Iterate Relentlessly

Ship, learn, adjust. You see progress every week. I don't disappear for months. We course‑correct together continuously.

→ Weekly demos & decisions

Have a product challenge? Let's figure it out together.

Book a Discovery Call

Free 30-min call · No commitment

Alexandre Toussaint, Product Leader and Builder
Available
10+ Years Product
Leadership
Tested Measured on real data
15+ Products Built
FR/EN Bilingual

About

Product Leader
Who Builds.

10+ years in fintech, data, and asset management. 8 of them leading product: strategy, roadmaps, team alignment, shipping at scale.

What makes me different: I don't just think product. I build it. I code, deploy, and ship my own products. When I join your team, you get a product leader who can go deep. When I build your system, you get a strategist who challenges every assumption before writing a line of code, and proves it works on real data.

Core Expertise

Product Strategy Roadmap AI Evals & Testing AI/LLM B2B SaaS Fintech

Let's Talk

Let's Work
Together.

Looking for a product leader for your team, or someone to build your next product? Let's talk. Free 30‑minute discovery call, no commitment, no pitch deck required.

We'll discuss your challenge, I'll share initial thoughts, and we'll see if there's a fit. No pitch, no pressure.