Our work · Real engagements, clients anonymised

What AI changed for four of our clients, figures included.

Four real engagements, from a 35-person fiduciary firm to a 240-person industrial group. Client names are removed; the figures are those measured during the engagement, rounded.

How to read these studies

01Real engagements: only names and details that would identify the client are removed
02Figures are rounded or given as ranges, measured with the client on its own scope; no external audit
03Each study shows the offer that fits this kind of need today, with its starting price
04Each study also says what we would do differently

A hand slides a thin folder across a table to a colleague seated at a computer, seen from the side below the faces.

01 · Fiduciary & administrative services · French-speaking Switzerland6 months

A 35-person fiduciary firm now invoices in 3 days instead of 12

An AI assistant connected to the accounting software, mailbox and documents prepares entries, invoices and reminders; a person approves every outgoing action. Results measured over 90 days.

Median time to issue an invoice12 days → 3 days

Handling time per incoming client file~45 min → 18–25 min

Matching offer: AI Engineering · from CHF 1,800/month (10 h) · excl. VAT

02 · Regulated financial services · Wealth & pensions · Switzerland4.5 months

A 120-person financial firm brings all 68 of its AI uses under clear rules in four and a half months

An inventory of AI use, rules matched to risk, approved tools with controlled access, and approval within 48 hours for simple uses.

AI uses found0 → 68

Uses covered by a suitable control0% → 100%

Matching offer: AI Adoption Support · from CHF 1,800/month (10 h) · excl. VAT

03 · Engineering & technical studies · Switzerland5 months

A 180-person engineering firm puts a figure on what AI brings in: CHF 180,000–220,000 a year

After 18 months of AI tools nobody had measured: five processes tracked, a decision on each of seven tools (2 stopped, 3 adapted, 2 extended) and savings validated by finance.

Recurring savings validated by finance— → CHF 180,000–220,000/year

Tools with a documented decision0 → 7

Matching offer: AI Adoption Support · from CHF 1,800/month (10 h) · excl. VAT

04 · Industrial components & equipment · Switzerland~3 months

A 240-person industrial group goes from 43 AI ideas to 3 funded projects, 2 of them now live

In three months, 43 ideas and three isolated trials become three funded projects, each with an owner and a starting measurement; two are live nine months later.

Starting ideas43 → 3 funded projects

AI projects live0 → 2

Matching offer: AI Adoption Support · from CHF 1,800/month (10 h) · excl. VAT