AI Adoption · Corporate Governance · EU Regulation

AI adoption you can measure.
Governance you can defend.

A five-phase method that treats artificial intelligence the way a board treats any investment: with a defined perimeter, an expected return, a working pilot, verified results — and permanent human-in-the-loop oversight.

30+ years in corporate finance
60+ European market IPOs
Measured on real client operations
EU AI Act & GDPR native
Sectors & Corporate Ecosystems Served:
The Method

Five phases. One rule: proof before promise.

Most AI programmes start with tools and end with slideware. PROVA starts with the business case and ends with measured, governed adoption — in that order, every time.

Phase 01
P

Perimeter

Assessment of where AI can operate safely in your business: data, processes, people — and the governance boundaries set by the EU AI Act and GDPR.

Phase 02
R

Return

A business case before any build: expected hours saved, error rates reduced, time-to-market gained. If the return isn't there, we stop here — cheaply.

Phase 03
O

Operate

One prioritised use case, implemented as a working pilot in your real workflow. Not a demo — a tool your team actually uses, with human oversight built in.

Phase 04
V

Verify

Systematic evaluation against the baseline: before/after metrics, audit trail, documented human-in-the-loop. Results a CFO — or a regulator — can trust.

Phase 05
A

Adopt

Scale what is proven: training for your team, an internal governance framework, and a roadmap for the next use cases — owned by you, not by a vendor.

Why PROVA

Built by a dealmaker, not a vendor.

Deals, not demos

Thirty years of corporate finance — IPOs, M&A, restructurings — mean every recommendation is framed the way owners and boards decide: outcome, risk, return on capital.

EU-regulation native

AI Act, GDPR, DORA: compliance is designed into the perimeter from day one, not retrofitted after the first incident. Built for businesses that answer to regulators, clients and auditors.

Proof before promise

No transformation theatre. Every engagement produces measured results on your own operations — and you keep the assets: playbooks, tools, trained people.

About / Senior Advisory

Francesco D'Antonio

MBA IMD Lausanne, Economics & Quantitative Methods, Corporate Finance & Strategy

A senior corporate finance professional who works with AI daily — and teaches executives and their teams to do the same, safely.

Francesco has spent three decades advising Italian companies on the most consequential decisions of their life: going public, buying, selling, restructuring. Today he combines that judgement with hands-on fluency in applied AI — building agents, knowledge systems and evaluation frameworks, not just talking about them — to help European SMEs, professional firms and family offices adopt AI with the discipline of an investment committee.

"AI adoption is not an experiment to delegate: it is an investment to govern with numbers and defend with proof."

Connect with Francesco on LinkedIn →

Executive Track Record

Milan, Italy · European Reach

  • 30+ years in corporate finance & transaction advisory
  • 60+ IPOs advised on European markets (Euronext Growth Milan)
  • ~30 M&A, private equity and turnaround transactions
  • MBA, IMD Lausanne (Strategy & Leadership)
  • Chartered Accountant (Dottore Commercialista) since 1992
  • Based in Milan — advising boards across Europe in EN & IT
Engagements

Three ways to work together.

From an initial executive diagnostic to full operational implementation and continuous board-level oversight.

Entry · 90 Min

Executive AI Briefing

A focused session with the owner or board: where AI moves margin and risk in your business — mapped in 90 minutes, in your language, on your numbers.

Owner / Board Alignment
High-impact margin opportunities
Request Briefing →
Recurring · Quarterly

AI Governance Advisor

Ongoing oversight as your AI footprint grows: quarterly steering, compliance watch (AI Act, GDPR, DORA), and independent verification of what your vendors promise.

Quarterly board steering
Independent vendor verification
Retain Advisor →
Executive Academy

Beyond Theory: Skills for Your Business.

Empowering professional firms and corporate teams to build, govern, and deploy bespoke AI tools — without writing code manually.

Executive Training & Vibe Coding Academy

Hands-on programs designed for commercialisti, lawyers, CFOs, and executives to master Claude Code and build internal software tools.

Intensive · 1-Day Workshop

Claude Code & Agentic AI for Firms

Complete operational enablement for professional firms and finance teams: secure local terminal setup, balance sheet reclassification, and contract due diligence.

Zero-training enterprise perimeter
Turnkey prompt library & firm SOPs
30-day implementation follow-up
Workshop Details & Syllabus →
Private · 3 Sessions

Executive AI "Second Brain" Setup

Private bespoke mentoring for Managing Partners, CFOs, and Board Directors: installation on your personal workstation, custom decision-support instructions, NDA protected.

Full fiduciary confidentiality (NDA)
Calibrated on your actual deal files
Priority advisory channel for 30 days
Inquire for Private Coaching →
Proof & Systems Delivered

Measured on real client operations. Not in a lab.

Four recent engagements, anonymised for confidentiality. Every figure below is either measured on the client's own operations — from the actual work logs — or declared as a baseline in the approved programme.

Case study N° 01 · Confidential

Family-owned SME — B2B industrial distribution, Italy

The Context. Due diligence on over 1,000 potential partners and verifying compliance documentation across 15 European supplier portals previously required weeks of manual desk-work.

PROVA Engagement. 20-hour executive programme for the two owners, deploying parallel AI agents with explicit exclusion criteria, human oversight gates, and customs intelligence for a board-ready report.

1,295 → 15
companies screened down to a scored priority short-list, with declared exclusion criteria — in under half a working day
~2 h
to verify the documentation portals of 15 European suppliers with parallel AI agents — an estimated 7–15 person-days manually
1 h 18′
from raw customs data to a board-ready competitor report, including the draft response to the client
2/2
owners trained personally — AI capability built at the top of the company, not delegated down
Agentic AI Workflow · Document Due Diligence · Human-in-the-Loop · Strict Confidentiality
Case study N° 02 · Confidential

Italian industrial group — capital goods, international footprint

The Context. The group wanted to test AI beyond vendor slideware, aligning strategy, IT, after-sales service, and marketing without dispersals or vendor lock-in.

PROVA Engagement. Grown from a single pilot module into a 4-function corporate programme. Handed over 9 reusable custom AI assets (skills and prompt libraries) owned entirely by the client.

1 → 7+
from one pilot module to a company-wide programme — renewed on results, not on promises
4
business functions covered: strategy, IT, after-sales service, marketing
9
custom AI assets (skills and prompt libraries) handed over — they belong to the client, not the vendor
3
business cases built in-session on live company data: brand perception, service network optimisation, technical knowledge management
Proprietary AI Skills · Client IP Ownership · No Vendor Lock-in · Applied Operations
Case study N° 03 · Confidential

Business law firm — offices in Italy and abroad

The Context. Increasing document complexity required streamlining legal research, memos, and due diligence without compromising professional secrecy, GDPR, or deontological verification.

PROVA Engagement. A first training phase for the firm's lawyers, in groups, working only on public or anonymised data, with 15 reusable skills codified on the firm's house style.

15
reusable AI skills codified and handed over — from house-style memos to source verification and legal translation. They belong to the firm
2
follow-up sessions on Claude Code with one of the firm's lawyers, after the first training phase
4
deontological guardrails engineered into every workflow: professional secrecy, GDPR, human-in-the-loop verification, accountability
2
data-governance phases by design: public and anonymised data only first; enterprise environment with DPA before any client file
Professional Secrecy · GDPR Enterprise DPA · Legal House Style · Mandatory Human-in-the-Loop
Case study N° 04 · Confidential

Italian single-family office — Milan

The Context. Managing family assets, price-sensitive listed-company information, and payment fraud risks, with the need to satisfy EU AI Act Article 4 literacy obligations.

PROVA Engagement. 12-month, 135-hour organizational programme across 6 functional areas. Delivered AI Usage Policy and Integrated IT+AI Policy before day one, cutting fund due-diligence cycle in half.

135 h
of training and applied work designed across 12 months, one function at a time — starting from how work actually flows
6
functional areas mapped through structured questionnaires and the analysis of 10 internal procedures before a single hour of training
2
AI policies delivered before day one — an AI usage policy and an integrated IT+AI policy, written on a family office's real risks: listed-company information, family data, fraud on payment instructions
10 → 5 days
example of a KPI declared up front (fund due-diligence cycle): every module is tied to a measurable baseline, verified at the end
EU AI Act Art. 4 Literacy · MAR & Insider Info · Anti-Fraud Protocol · Audit Trail Defensibility

Methodology: effort figures are measured from the file and session logs of the actual engagements; manual baselines are declared estimates based on market practice. For programmes currently in delivery, scope figures and KPI baselines reflect the approved programme documents. Client names are withheld for confidentiality.

Sectors served
B2B chemical distribution Capital goods & manufacturing Law firms Accounting firms Credit management & NPE Fragrance & beauty HR & organisational consulting
Governance

Shadow AI is already in your company. Governance is how you take back control.

People are already pasting company data into public chatbots — no perimeter, no log, no accountability. Prohibition doesn't work: the answer is a governed alternative that beats the workaround. This is the regulatory backbone built into every PROVA engagement.

EU AI Act

AI literacy (art. 4) is already a legal obligation, and the transparency duties of art. 50 apply from 2 August 2026. A structured training programme is not just capability building — it is the evidence a regulator asks for.

GDPR & confidentiality

A clear data perimeter before the first prompt: what may enter which tool, in which environment. Public and anonymised data first; enterprise environments with data-processing agreements before any confidential file. Client files and family data treated as a security matter, not a formality.

Sector rules: MAR, DORA, Italian AI law

Finance and listed-company ecosystems answer to rules of their own: price-sensitive information and market abuse, DORA for financial entities, Italy's AI law 132/2025. If your business answers to a regulator, your AI adoption must answer to it too.

Anti-Shadow-AI by design

A register of authorised tools that says yes fast — slow approval is what creates shadow AI. Human-in-the-loop checkpoints where errors are expensive, an audit trail where decisions matter, and a policy your people can actually follow.

Ready for 2 August 2026?

Take our 16-point interactive self-assessment on EU AI Act Article 50 and Italian Law 132/2025. Instant score, no email required.

Run the 5-minute check →
Executive Briefing

Start with proof.

The first conversation is a working session, not a sales call: bring one process that eats your team's hours, and leave with a view on whether AI can pay for itself there.

Direct response from Francesco within 24 hours
Strict confidentiality & non-disclosure guarantee
No generic vendor pitches — numbers & facts only

Direct Executive Slot:

Reserve a 30-minute private consultation with Francesco:

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Prefer email? Write directly to francesco@provamethod.eu