Sector scenarios
How an AI project is structured, sector by sector.
Six illustrative scenarios: the starting challenge, the solution, the technologies and the timeline. Companies and figures are examples built for demonstration purposes, not real clients: verifiable references are shared on request.
The scenarios on this page show the kind of result an AI project can produce in an SME: lower operating costs, higher productivity, better quality. Companies and figures are illustrative examples built for demonstration purposes, not real clients. Since 2023 we have supported more than 50 Italian SMEs: for references and actual results, write to sales@pugliai.com.
- What you will find
- Six scenarios in six sectors, each with challenge, solution, technologies and an indicative timeline.
- What you will not find
- Real client names or measured results: we share those in a direct conversation, with the client’s consent.
- The only number we guarantee in writing
- If 150% ROI is not reached within 12 months, we keep working at no extra cost.
- First results
- With the POC-first approach the first measurable results arrive within 90 days; full return typically within 6–12 months.
Six scenarios
From the challenge to the expected result.
Each scenario describes a typical project: the starting point, what we build, with which technologies and how quickly.
Textile company, Lombardy
High-end textile production, 50,000 pieces a month.
The challenge
Cut waste and make quality control on premium fabrics more reliable without slowing down the lines.
The solution
In-line quality control with computer vision and predictive maintenance on critical looms, with a dashboard for shift leaders.
Expected results in the scenario
Waste
−32%
Production efficiency
+24%
Annual savings
€2.1m
Go-live
6 weeks
Regional bank, 150 branches
Lender with a branch network and largely manual credit files.
The challenge
Automate credit analysis and cut approval times while keeping risk under control.
The solution
Document analysis with language models, a risk model with human sign-off on every decision and a full audit trail.
Expected results in the scenario
Approval time
−75%
Non-performing loans
−18%
Value recovered
€3.5m
Go-live
10 weeks
Fashion chain, 85 stores
Physical stores plus e-commerce, with seasonal assortments.
The challenge
Personalise the shopping experience and reduce unsold stock with more accurate demand forecasts.
The solution
Recommendation engine integrated with e-commerce and CRM, store-level demand forecasting and assisted replenishment.
Expected results in the scenario
Online conversion
+42%
Unsold stock
−28%
Incremental revenue
€1.8m
Go-live
8 weeks
Private clinic
Facility with an imaging department and growing waiting lists.
The challenge
Reduce reporting times and waiting lists by optimising clinical pathways.
The solution
AI support for medical imaging with physician validation and predictive management of patient flows, with data staying inside the facility.
Expected results in the scenario
Time to diagnosis
−45%
Screening accuracy
96%
Additional patients a year
2,500
Go-live
10 weeks
National logistics operator, 500+ vehicles
Nationwide distribution with strong seasonal peaks.
The challenge
Optimise delivery routes and predict seasonal demand peaks.
The solution
Dynamic route optimisation, area-level demand forecasting and fleet planning.
Expected results in the scenario
Fuel costs
−22%
Deliveries a day
+35%
Annual savings
€2.8m
Go-live
8 weeks
Tier-1 automotive supplier, 200+ CNC machines
Component production across several plants, with frequent downtime.
The challenge
Cut unplanned downtime with predictive maintenance.
The solution
IoT sensors on critical machines, anomaly detection at the edge and automatically generated maintenance orders.
Expected results in the scenario
Downtime
−67%
OEE
+18%
Annual savings
€4.2m
Go-live
8 weeks
Frequently asked questions
What results do PugliAI clients achieve?
The scenarios show the kind of result an AI project can produce: lower operating costs, higher productivity, better quality. The figures are illustrative examples, not real client results. For verifiable references write to sales@pugliai.com. The only numeric commitment we put in writing is the contractual guarantee: if 150% ROI is not reached within 12 months, we keep working at no extra cost.
Which sectors does PugliAI work in?
Manufacturing and Industry 4.0, fashion and luxury, financial services, retail and e-commerce, healthcare, logistics and automotive, plus professional services and tourism. In every sector we start from the use cases with the fastest return.
How long before the investment pays back?
With the POC-first approach the first measurable results arrive within 90 days of kick-off. Full return is typically reached within 6–12 months, depending on the complexity of the solution and the sector. Every project starts with KPIs defined in writing.
How do you measure results?
We agree specific, measurable KPIs before we start. We use monitoring dashboards, periodic reports and before/after comparisons. Typical metrics: cost reduction, hours freed, quality, response times and customer satisfaction.
Can I get a free assessment of my case?
Yes. The free 45-minute strategy session reviews your processes, identifies the highest-impact use cases and estimates the expected return, with no commitment.
Let’s talk about your business.
45 minutes with a PugliAI consultant: process review, priority opportunities and a written report with an ROI estimate. Free and without obligation.