We break the model
before the market does

Token economics, risk and validation reports for the investment committees, boards and
supervisors that decide on your model, and a fractional Head of Risk & Quant on retainer.
In digital assets and traditional finance.

AI can build models.
Euler Advisory reviews them, independently.

With AI, anyone can now build a model. So more models reach investment committees, boards and supervisors. Each one a committee, board or supervisor relies on still needs an independent expert to review it and measure its risks.

10+
Years of quantitative modelling, risk and validation
4+
Years in model research and validation at an ESMA-supervised rating agency
50+
Validation reviews of methodologies and models
PhD
Applied mathematics, ENS and CNRS, ERC-funded project · Postdoc at CentraleSupélec and RTE
8+
Years of published research in applied mathematics, finance and digital assets

What we deliver

Token Economics Report

An independent report on your token's economics, from design to behaviour under stress, with a presentation to your board, for the allocators running your technical diligence.

Illustrative stress test: reserve coverage of redemptions falls below 100% as the collateral price drops; the crossing is the breaking point 50% 100% 150% 0% −20% −40% −60% −80% REDEMPTIONS COVERED BREAKING POINT Reserve coverage, by fall in collateral price

Fractional Head of Risk & Quant

A senior quant and risk lead inside your team, to build your token models or validate the ones your team builds, never both on the same model.

Illustrative retainer calendar: days of work each month, with reports to the board or committee J F M A M J J A S O N D SET DAY REPORT TO BOARD OR COMMITTEE

Independent Risk Report

An independent report on a target before your committee votes, or on positions you already hold, presented to your investment committee.

USDe lowest price by venue during the sell-off of 10 October 2025: Binance $0.65, Bybit about $0.92, Curve within 1% of $1 $1 PEG Binance $0.65 Bybit about $0.92 Curve within 1% of $1 $0.60 $0.70 $0.80 $0.90 $1.00 Lowest price, 10 October 2025
Source: CoinDesk, 13 Oct 2025

Fractional Head of Risk & Quant

A senior quant and risk lead inside your team, for screening, exit-cost and portfolio models, and live-position reviews.

Illustrative retainer calendar: days of work each month, with reports to the board or committee J F M A M J J A S O N D SET DAY REPORT TO BOARD OR COMMITTEE

Methodology Validation Report

An independent validation of your rating methodology and its models, for your board's approval and your ESMA file.

Illustrative one-year rating transition matrix, with one finding flagged: grade BB is less stable than grade B AAA AAA AA AA A A BBB BBB BB BB B B CCC CCC FINDING: BB LESS STABLE THAN B FROM To, one year later

Risk Model Validation Report

An independent validation report on one model, a bank's credit risk or stress-test model or a stablecoin's reserve and liquidity model, for your board's approval and your supervisor's review.

Illustrative redemption stress test: after haircuts and three days of outflows, liquid assets fall below the minimum on day 3 Reserve Haircuts Day 1 Day 2 Day 3 Left MINIMUM LIQUID ASSETS BREACH ON DAY 3 Stablecoin reserve under a redemption run

Fractional Head of Risk & Quant

A senior quant and risk lead inside your team, to build your models or to run their periodic validation, never both on the same model.

Illustrative retainer calendar: days of work each month, with reports to the board or committee J F M A M J J A S O N D SET DAY REPORT TO BOARD OR COMMITTEE

In-house workshop

A one- or two-day session on a model your team runs today.

Schematic of an in-house session: the team's model and its inputs, with the failure point found during the session marked Prices Liquidity Parameters Model Limit FAILURE POINT FOUND IN THE SESSION

Board and committee briefing

A half-day briefing for the boards and committees that approve models.

Schematic of a one-page briefing: what can break, the numbers to ask for, and the answers that should concern you BRIEFING What can break Numbers to ask for Answers that should concern you

Programmes and masterclasses

Technical sessions on live market cases, for executive and specialist programmes.

Session plan of the half-day workshop of 28 May 2026: market microstructure, on-chain behaviour, systematic execution, risk under constraints Market microstructure On-chain behaviour Systematic execution Risk under constraints 14:00 19:00 HALF-DAY WORKSHOP · 28 MAY 2026

Independent expert analysis

An independent expert report when a dispute, a deal or a supervisory question turns on how a model behaved.

November 2025: TelosC ($123.6m), Elixir ($68m) and MEV Capital ($25.4m) had lent to Stream Finance; deUSD, backed by Elixir's loan, fell 97% in 24 hours TelosC $123.6m MEV Capital $25.4m Elixir $68m Stream Finance deUSD −97% IN 24 HOURS. ABOUT 65% OF ITS BACKING WAS LENT TO STREAM ONE BORROWER BEHIND THREE LENDERS
Sources: Decrypt · The Block (YieldsAndMore data), 4 Nov 2025 · BeInCrypto, 7 Nov 2025

Teaching and partners

Teaching and supervision, and the partners we bring in when a job needs them, such as a security firm for a code audit. A partner is named to you before it sees your data.

Teaching and supervision

  • Workshop instructor, ETH Zürich FinsureTech Hub (May 2026)
  • Supervisor of four student research groups, ESILV Finance department (2026–27)

Industry Partners

A report that sets out each finding with its evidence and the point where the model breaks, presented to the board or committee that will rely on it.

Because building a model and reviewing it are two different jobs, and AI has sped up the first far more than the second. We review your models from outside your reporting line, with the tests a committee, an allocator or a supervisor will apply, and we answer for our conclusions.

Whether your design holds when the market turns: token economics, reserves and redemptions, collateral and liquidations, liquidity, and the models behind them. A code audit checks that the code does what it says; we check that what it says survives a stress. If you also need a code audit, we bring in a security partner, named to you first.

We act for one side of any transaction: if we work for an issuer on a raise, we don't review that deal for an allocator. And we never review a structure we designed. Nobody on our side has a stake in the answer your committee, allocator or supervisor reads.

A full-time head of risk takes months to hire and is hard to justify before a raise, a launch, a licence or a first institutional allocation. A fractional seat gives you senior quantitative judgement on the work you choose, from the first engagement, and a senior quant your board and allocators can question. When you're ready to hire, we can support your recruitment with the technical questions to put to quant candidates, and hand over.

Whatever you have: design documents, the model or spreadsheet behind the numbers, unlock schedules, reserve composition, market and on-chain data. If documentation is missing, we start anyway and report the gap as a finding.

You hear it first, in writing, with the evidence and the point where it breaks, while there is still time to fix it. On issuer engagements the report is yours: nothing is published without your consent.

Yes: independent expert analysis for counsel, litigation funders, investors and public authorities, when a case turns on how a model, a liquidation or a token structure behaved. We take a case after a conflict check.

No. We show how a structure behaves under stress and where it breaks, so your committee decides with the numbers in front of it. The decision to invest, hold or list stays yours. We are not a broker, placement agent or crypto-asset service provider.

No. We are named after the mathematician Leonhard Euler and have no corporate, financial or operational link with Euler Finance.

Contact

Tell us the structure and the decision in front of you.

A 30-minute call.
Confidential: we sign your NDA before any data changes hands.

Book a call

Prefer email?
contact@euleradvisory.eu