AI FinOps.

The economics of artificial intelligence, taken to the income statement: value created, pricing, unit cost, and the impact of all three on multiples. The question a chief financial officer, an operating partner and a shareholder actually ask — answered to a standard that withstands scrutiny.

PRACTICE 02 · CFOs AND INVESTORS · PARTNER-LED

A NOTE ON THE NAME

This is not the infrastructure bill.

FinOps has come to mean optimising cloud and inference spend. That is a real discipline, it answers to the chief information officer, and it is not ours. We work one level up, where the questions are what the investment creates, what price captures it, what it costs per unit of use, and what all of that does to the multiple. Value first, pricing next, cost last.

Nobody validates a case written by the party that sold the work.

Nobody validates a case written by the party that sold the work.

Finance directors have stopped accepting business cases produced by the firms delivering the projects, and they are right to. Odyssey sells no execution, so our figures carry no interest of ours. To that independence we add a reading of the accounts that is native rather than acquired: more than forty transactions conducted across five continents, on both sides of the table.

NO EXECUTION TO SELL · FIGURES THAT SURVIVE DUE DILIGENCE · PARTNER-LED

Nobody validates a case written by the party that sold the work.

Finance directors have stopped accepting business cases produced by the firms delivering the projects, and they are right to. Odyssey sells no execution, so our figures carry no interest of ours. To that independence we add a reading of the accounts that is native rather than acquired: more than forty transactions conducted across five continents, on both sides of the table.

NO EXECUTION TO SELL · FIGURES THAT SURVIVE DUE DILIGENCE · PARTNER-LED

IN SCOPE

What the practice covers.

What the practice covers.

Four questions, in a fixed order. What the investment creates. What price captures it. What it costs, fully loaded. And how the resulting case holds when an investor, an acquirer or an audit committee takes it apart.

Business case and value realised

What the case promised, what the investment has actually returned, and the gap between them.

Pricing of AI-enabled products

Capturing the value created, under gross margins the market is resetting.

Due diligence and value creation plans

For funds: the AI thesis of a holding, tested before the investment and steered after it.

IN SCOPE

What the practice covers.

Four questions, in a fixed order. What the investment creates. What price captures it. What it costs, fully loaded. And how the resulting case holds when an investor, an acquirer or an audit committee takes it apart.

Business case and value realised

What the case promised, what the investment has actually returned, and the gap between them.

Pricing of AI-enabled products

Capturing the value created, under gross margins the market is resetting.

Due diligence and value creation plans

For funds: the AI thesis of a holding, tested before the investment and steered after it.

OUT OF SCOPE

What we do not do.

We do not tune infrastructure, we do not audit code, and we do not sell a dashboard. Where a mandate requires technical examination, we bring in specialist partners under our supervision, so that the fund keeps a single interlocutor and a single report.

No infrastructure optimisation

Cloud and inference spend answer to the CIO. A different question, a different discipline.

No code or data audit

Brought in from specialist partners, under our supervision, within a single report.

Portfolio decisions belong to AI StratOps

What to commit to, and in what order, is settled in the other practice.

THE MEASUREMENT FRAMEWORK

The Odyssey AI ROI Framework.

Most AI business cases fail on one of two counts: they count a value that cannot be audited, or they cost only the infrastructure. Our framework holds both terms of the ratio, and keeps them apart — what a board can bank on, and what remains an option.

Total Economic Value

Direct, indirect, option and non-use value — each established on its own evidence.

TCO-AI

Infrastructure, talent and governance, indirect costs. Infrastructure is the smaller share.

Hard ROI, kept apart from Strategic Upside

What a board can bank on is never inflated by what remains an option.

HOW TO ENTER

Three levels within the practice.

The distinction is simply what is bought outright and what is discussed. Corporates usually enter through the business case or the value realised; funds enter through due diligence, by warm introduction rather than from this page.

Entry diagnostic

How the business model holds under inference costs and disintermediation. Bought online.

AI Value Realization Report

What the investment has actually returned, established and defensible. Bought online.

AI Value Realization Programme

Measurement installed, method transferred to your finance teams, allocation steered.

ENGAGEMENT MODEL

How we engage.

Engagements begin with a focused 30-minute conversation to test fit. From there we propose a scoped engagement with a firm timeline, named deliverables and a partner present throughout — the same partner from the first day to the last.

DURATION

4 to 12 weeks

Per engagement, typical

DELIVERY

Partner-led

Senior throughout, not just kick-off

LANGUAGES

FR · EN

Native delivery

DELIVERABLE

A defensible case

Evidence a board can act on

INDUSTRIES SERVED

Where we operate.

We focus on sectors where AI is repricing competitive advantage. Each industry brings its own economics, data dynamics, and strategic battlegrounds — and our work is grounded in those specifics, not generic frameworks.

ENTERPRISE SOFTWARE

Repricing value under LLM commoditization.

HEALTHCARE SOFTWARE

AI as the next pricing battleground.

PE / VC

Pre-LOI strategic DD on AI-native targets.

INDUSTRIAL SERVICES

AI use case prioritization and value creation.

DIGITAL SERVICES

Rebuilding the economics of the billable day.

Engage

The right AI decision, made earlier.

Take 30 minutes with a partner. No pitch. No deck. Just a structured conversation about your specific challenge — and a clear sense of whether Odyssey is the right firm to help.

Typical engagement: 4–12 weeks

Partner-led throughout

Bilingual FR / EN

Engage

The right AI decision, made earlier.

Take 30 minutes with a partner. No pitch. No deck. Just a structured conversation about your specific challenge — and a clear sense of whether Odyssey is the right firm to help.

Typical engagement: 4–12 weeks

Partner-led throughout

Bilingual FR / EN

Engage

The right AI decision, made earlier.

Take 30 minutes with a partner. No pitch. No deck. Just a structured conversation about your specific challenge — and a clear sense of whether Odyssey is the right firm to help.

Typical engagement: 4–12 weeks

Partner-led throughout

Bilingual FR / EN