Proposal
AI Implementation
Proposal
Eurostar Machinery × AdapttoAI
Prepared for
Eurostar Machinery
Ferdinando Carfagno, CEO
Prepared by
AdapttoAI
Giuseppe & Raffaello  —  March 2026

TL;DR

What we propose
Module 1 — Quick Win

After-Sales & Preventive Maintenance (PM) Automation. 200+ installed machines tracked in Excel, reactively. AI activates them: automated PM alerts, proactive spare parts outreach, service scheduling. After-sales team recovers 15–20 hours/week. First results within weeks of kickoff.

Module 2

Technician Companion App. 12-month onboarding cycle, knowledge trapped in people’s heads and WhatsApp threads. AI-indexed manuals, troubleshooting guides, service history per machine — plus daily learning modules with spaced repetition and gamification. Onboarding: 12 months → 6 months.

Timeline: ~12–16 weeks total, with early results expected within the first weeks of engagement.
Start with Module 1 as a standalone Quick Win. No obligation to continue until you see the results.

Next Steps

Simple and low-friction. Three steps — the first one takes a WhatsApp message.

Step 1
Confirm the direction — WhatsApp is fine
No call needed

If this proposal reflects where Eurostar wants to go, just say so. A message is enough. We are not asking for a signed contract — just alignment on the direction before investing more time on both sides.

Step 2
Discovery retainer — $2,000 — meet the owners, go deep
5–6 hours of discovery work

This is a paid engagement — $2,000 — and it is where the real work begins. We meet the owners of each process (after-sales manager, technical lead), review the actual files, and do a structured deep-dive with clear goals and a defined time investment.

We come with a framework. Eurostar comes with open access to the people and the data. Together we map exactly what exists, what is missing, and what is possible.

One ask on your side: let your team know this is a serious project. The quality of what we build depends directly on how openly they engage. When people understand the stakes, the sessions deliver.

What we cover: Machine database audit, after-sales workflow mapping, technician knowledge gap analysis, manual inventory review, data quality assessment.
What Eurostar gets: A clear picture of the opportunity, validated by the people who live it every day.
Step 3
Final proposals for both modules
Output of Step 2

Based on what we find in the discovery, we deliver two fully scoped proposals: one for Module 1 (Preventive Maintenance Automation) and one for Module 2 (Technician Companion App). Each with exact deliverables, timeline, and investment.

This is the point where Eurostar decides how far to go — one module, both, or neither. No pressure either way. The discovery retainer stands on its own regardless.

We can do this. The pieces are already in place — the data exists, the team knows the process, and the opportunities are clear. The only thing left is to start.

Executive Summary

Eurostar Machinery has 40 years of hard-won expertise locked inside people’s heads, Excel files, and WhatsApp conversations. That’s a competitive moat — and a ceiling. The two opportunities below don’t require rebuilding what works. They connect it, surface it, and make it run without Ferdinando needing to be in the room.

Through one discovery call, two areas emerged as the highest-impact, lowest-disruption opportunities:

The fastest path to value is Module 1: a 4-week after-sales automation that activates the installed base Eurostar already has — without adding a single new client.

The Pain — In Your Numbers

These are the figures Ferdinando shared directly during our discovery conversation:

“No me interesa lo que hagan los técnicos porque siempre resuelven. Es más los tiempos muertos de admin.”

— Ferdinando Carfagno, on where the real inefficiency lives
1

Module 1: After-Sales & Preventive Maintenance (PM) Automation

4 weeks — Quick Win

The Problem

200+ installed machines across Mexico and LatAm. All tracked in Excel by one after-sales manager. Service follow-ups happen when someone remembers, not when the machine needs it. Preventive maintenance kits (8,000 and 16,000 hours) are manually monitored — meaning PM contracts slip, spare parts revenue goes uncaptured, and clients only call when something breaks.

This is recurring revenue Eurostar has already earned. It just is not being collected.

What We Will Build

An automated after-sales engine built on top of the Excel data you already have:

Expected Impact

15–20 hours/week recovered for the after-sales team. PM contract renewal rate up 20–30%. Spare parts revenue captured proactively instead of reactively. 200+ machines activated from day one — no new clients required.

Effort Estimate

4 weeks. Requires access to the Excel machine database and 2–3 working sessions with the after-sales manager. No new software licenses. No change management for the technical team.

2

Module 2: Technician Companion App

8–12 weeks development

The Problem

Getting a technician field-ready takes 12 months: 3 months in Italy with the OEMs, then shadowing a senior technician on every installation trip. That is expensive, slow, and creates a single point of failure. When a junior tech hits an edge case in the field, they call back to the office. When the office does not know, they call Italy.

The knowledge exists. It is trapped in people’s heads and scattered across PDFs shared via WhatsApp.

What We Will Build

A mobile companion app that puts every technician’s full knowledge base in their pocket:

Expected Impact

Onboarding from 12 months to 6 months without reducing the quality bar. Senior technician interruptions down 40%. Company knowledge captured in a system, not a person. And a side effect worth noting: technicians who feel like they are growing become better retention bets.

Effort Estimate

8–12 weeks. Requires access to all technical manuals in electronic format, 1–2 sessions with a senior technical lead, and buy-in from the technical team. We start with one OEM brand to validate, then expand to the full library.

Timeline Overview

Module Focus Dev Effort Timeline
1. After-Sales & PM After-Sales Automation 4 weeks Weeks 1–4
2. Technician App Knowledge & Learning 8–12 weeks Weeks 5–16

Module 1 begins immediately as a standalone Quick Win. Module 2 begins once Module 1 is live and delivering results.

Total engagement: approximately 12–16 weeks from kickoff to full rollout of both modules.

How We Work

Each module follows the same cycle:

Phase 1
Discover

1 week. Working sessions with the right people to document the current process, edge cases, and what success looks like.

Phase 2
Build

2–5 weeks. Development with weekly demos to the department champion. No surprises at delivery.

Phase 3
Pilot

1–2 weeks. Limited rollout with a small user group. Feedback, fixes, calibration.

Phase 4
Roll Out

1 week. Full deployment with training and handoff documentation.

Each module includes 30 days of post-rollout support and optimization.

Two Critical Dependencies

The after-sales manager is the key person for Module 1. She owns the data and knows the process. We need 2–3 hours of her time in Week 1 to validate the machine database and confirm the PM logic. Everything in Module 1 flows from that session.

Module 2 requires Ferdinando’s backing with the technical team. The technicians are already excellent — 90% of calls resolved without escalation. The app does not replace their expertise; it packages it so the whole team can access it. That framing needs to come from leadership.

Investment

Pricing will be discussed in a follow-up conversation once Module 1 scope is confirmed. We can structure the engagement as fixed-price per module, a monthly retainer, or a hybrid — whichever model works best for Eurostar.

Our recommendation: start with Module 1 as a fixed-price Quick Win. Four weeks, contained scope, measurable ROI. If the results are there, the conversation about Modules 2 and 3 is easy. If they are not, you have not committed to more.

Each module’s investment covers: discovery, development, pilot, rollout, training, documentation, and 30 days post-rollout support.

What Comes After These Two Modules

Three areas are ready to scope once Modules 1 and 2 are running:

Module 3 — Admin Operations & CEO Visibility

Ferdinando not in the office, admin team unmeasured, follow-ups inconsistent. Task management, automated client follow-up triggers, CEO dashboard. Natural foundation for ISO 9001 certification — and a company that runs without you in the room.

LatAm Scale — Beyond Mexico

Eurostar already services the US, Caribbean, and LatAm for partner companies. The Technician App and PM automation work across geographies from day one. Expansion becomes a configuration change, not a rebuild.

Spare Parts Demand Forecasting

107 European suppliers, long lead times from Italy. With service history data from Module 1 and machine usage patterns from Module 2, we can start predicting which parts will be needed and when — before the client calls.

Other areas for future consideration: sales pipeline automation, client self-service portal, and Odoo/Salesforce integration rationalization.

Forward to After-Sales Manager
Copy and send via WhatsApp