Solutica/Case studies

When AI
sposta the numbers.

A selection of projects released to production across SMEs and large groups. Each case reports verifiable KPIs, technology stack and actual duration. All clients appear in anonymised form under confidentiality agreements.

Cases released
40+
Average ROI
6months
Average accuracy
98.4%
Sectors
6
01 / Cloud
AWS · Oracle Cloud

Infrastructure
scalable.

Logistics / Distribution2025 · NDA

Demand forecasting and inventory optimisation

ML models on AWS for short and medium-term demand forecasting. Reduction of stock-outs and tied-up capital, data pipeline on Airflow.

−38%
Excess inventory
7m
ROI
−65%
Stock-outs
AWSAirflowML
Banking / Insurance2025 · NDA

Document intelligence for cases

LLM + OCR pipeline for structured extraction of clauses, amounts and deadlines from contracts and policies. Core banking integration.

−78%
Processing time
5m
ROI
97.8%
F1 score
AWSLLMOCR
Energy & Utilities2025 · NDA

Network asset predictive maintenance

Predictive models on distributed IoT sensors to anticipate failures in electrical grid assets. Reduction of unplanned interventions and operating costs.

−61%
Downtime
9m
ROI
94%
Recall
AWS IoTTime-seriesML
Banking / Fintech2025 · NDA

Real-time transaction fraud detection

ML model on AWS Lambda for real-time scoring of every transaction. Latency under 20ms, integrated with existing core banking without architectural changes.

−84%
Undetected fraud
4m
ROI
<20ms
Latency
AWS LambdaMLReal-time
Manufacturing2024 · NDA

Multi-site data lake on AWS

Data centralisation from 8 plants on AWS S3 + Glue. Analytics on Athena, real-time operational KPIs on a Grafana dashboard, elimination of information silos.

8
Plants
−55%
Reporting time
6m
ROI
AWS S3GlueAthena
Telco2025 · NDA

Customer churn prediction

ML model on AWS SageMaker to identify at-risk customers 30 days in advance. Automatic trigger of retention campaigns, integrated with CRM.

−34%
Churn
6m
ROI
89%
Precision
AWS SageMakerMLCRM
Distribution2025 · NDA

Automatic classification of logistics documents

OCR + LLM pipeline on AWS to automatically classify and archive invoices, delivery notes and waybills. Zero human intervention on standard documents.

−91%
Archiving time
3m
ROI
99.1%
Accuracy
AWSOCRLLM
Manufacturing2024 · NDA

Plant energy consumption forecasting

LSTM model on OCI for 24–72h energy consumption forecasting. Production scheduling optimisation on favourable time slots, peak reduction.

−18%
Energy costs
8m
ROI
3.2%
MAPE
OCIMLTime-series
Pharmaceutical2025 · NDA

Document QA pipeline on OCI

Automation of GMP regulatory document and batch record compliance checks with fine-tuned LLM. Integration with LIMS system, complete audit trail.

−65%
QA time
7m
ROI
0
Missed non-conformities
OCILLMCompliance
Consulting / Professional2025 · NDA

Automatic generation of analysis reports

LLM pipeline on AWS to transform structured data from CRM and ERP into personalised narrative reports for management. Layout and tone configurable per client.

−80%
Writing time
3m
ROI
40
Reports/day
AWSLLMAutomation
Finance / Holding2025 · NDA

Multi-entity financial consolidation and forecasting

Data pipeline on OCI for consolidating the accounts of 6 companies. ML model for cash flow forecasting and automatic alerts on treasury anomalies.

6
Consolidated entities
−60%
Closing time
9m
ROI
OCIMLETL
Retail / GDO2025 · NDA

Dynamic pricing on product catalogue

ML model on AWS for real-time price optimisation across 50k SKUs. Automated competitor monitoring and repricing driven by demand elasticity.

+4.2%
Margin
50k
SKU
5m
ROI
AWSMLPricing
Logistics / Transport2024 · NDA

Fleet scheduling optimisation

Combinatorial model on AWS for automatic assignment of vehicles and drivers to daily missions. Integration with existing TMS, including contractual constraints.

−22%
Km travelled
6m
ROI
−15%
Fuel costs
AWSOptimizationML
Enterprise IT2025 · NDA

MLOps pipeline su AWS SageMaker

Complete MLOps infrastructure: automated training, model versioning, drift monitoring, automatic redeployment when performance thresholds are exceeded.

12
Models in production
0
Manual interventions
8m
ROI
AWS SageMakerMLOpsCI/CD
Manufacturing2025 · NDA

Legacy ERP migration to OCI

ERP infrastructure migration from on-premise to Oracle Cloud with zero downtime. Architecture optimisation, automated disaster recovery, infrastructure costs halved.

0h
Downtime
−45%
Infrastructure costs
12m
ROI
OCIMigrationArchitecture
Distribution2026 · NDA

RAG on B2B catalogue and price lists

RAG system on AWS to allow the sales network to query catalogue, availability and prices in natural language. Integrated with ERP, response in seconds.

−70%
Search time
4m
ROI
3k
Queries/day
AWSRAGLLM
Retail / Fashion2025 · NDA

Predictive returns analysis by category

ML model on AWS for forecasting return rates by category, season and sales channel. Input for purchasing, stock allocation and refund policies.

−28%
Unforecast returns
7m
ROI
+6%
Sell-through
AWSMLForecasting
Retail2024 · NDA

Sentiment analysis on product feedback

AWS Comprehend pipeline + fine-tuned model for analysing thousands of reviews per day across multiple marketplaces. Automatic alert on emerging negative trends.

12k
Reviews/day
4m
ROI
93%
F1 score
AWS ComprehendNLPAutomation
Energy2026 · NDA

Photovoltaic plant production optimisation

ML model on OCI for real-time optimisation of inverter configuration and solar tracking. Integration with existing SCADA, no hardware replacement.

+8%
Production
10m
ROI
−12%
Degradation
OCIMLSCADA
Manufacturing2025 · NDA

ETL pipeline for multi-site ERP consolidation

AWS Glue + Airflow for data consolidation from the ERPs of 4 plants with heterogeneous systems. A single harmonised data model for analytics and reporting.

4
Consolidated ERPs
−72%
Consolidation time
6m
ROI
AWS GlueAirflowETL
02 / Sovereign AI
On-premises · Edge · Air-gapped

Zero data
leaving.

Manufacturing2025 · NDA

Visual quality control on line

AI Vision with Nvidia Jetson Orin for defect detection in the production line. On-edge inference at 60fps, integrated with existing PLCs and MES. Zero data to cloud.

99.7%
Accuracy
6m
ROI
−92%
QC costs
SovereignAI VisionJetson
Legal / Professional2025 · NDA

Private AI assistant for law firm

On-prem LLM on Sovereign AI for querying contracts, judgments and internal firm documents. Zero data egress, native GDPR compliance, no cloud vendor.

−60%
Search time
4m
ROI
0
Bytes egress
SovereignLLMRAG
Manufacturing / Plastics2025 · NDA

AI supervision on extrusion line

Sovereign AI with vision module on an extrusion line. Geometric and chromatic defect detection at 70fps, PLC alert in under 5ms, direct MES integration.

99.4%
Detection rate
−88%
Scarti
5m
ROI
SovereignAI VisionOPC-UA
Manufacturing2026 · NDA

Predictive maintenance on industrial presses

Sovereign AI acquires data from accelerometers and thermal sensors on 8 presses. On-device anomaly detection, contextualised Telegram alert before the failure.

−74%
Unexpected failures
8m
ROI
8
Machines monitored
SovereignPredictiveIoT
Distribution2025 · NDA

AI assistant for sales network

Sovereign AI at head office: sales agents query availability, technical sheets and customer history via chat. Integrated with ERP, zero cloud, 45 active users.

−55%
Info search time
3m
ROI
45
Active users
SovereignRAGLLM
Pharmaceutical2026 · NDA

Batch record analysis on Sovereign

On-prem LLM for extraction and compliance verification on GMP batch records. No production data leaves the plant. Complete on-device audit trail.

−70%
Review time
0
Missed non-conformities
6m
ROI
SovereignLLMCompliance
Manufacturing2025 · NDA

Multi-site Sovereign fleet

3 Sovereign nodes distributed across 3 plants, managed with balenaOS. Centralised OTA updates, unified fleet monitoring, zero-touch configuration.

3
Plants
100%
Uptime OTA
9m
ROI
SovereignbalenaOSFleet
Accountants / Professionals2026 · NDA

AI assistant on tax and accounting regulations

Sovereign AI for an accounting firm: RAG on up-to-date tax regulations, Revenue Agency circulars and civil code. Corpus updated automatically.

−50%
Regulation search time
3m
ROI
8
Professionals
SovereignRAGLLM
Manufacturing / Metalworking2026 · NDA

Knowledge management on technical documentation

On-prem LLM trained on technical drawings, BOMs and maintenance manuals. Technicians query in natural language, including from mobile on the internal network.

−65%
Doc search time
4m
ROI
200+
Indexed docs
SovereignRAGMobile
PA / Public body2025 · NDA

Air-gapped Sovereign AI for public body

Sovereign AI deployment on a classified network. LLM for searching internal document archives, no cloud vendor involved, public administration regulatory compliance.

0
Cloud dependencies
6m
ROI
100%
On-prem
SovereignAir-gapCompliance
03 / Agents & Automation
AI Agents · Telegram · n8n · Prefect

Processes that
manage themselves.

Structured group / Sales network2024 · NDA

Returns management automation from sales network

Custom AI Agent that automates the management of returns from the sales network to head office, integrated with existing ERP and CRM. Operator escalation only for edge cases.

−85%
Processing time
4m
ROI
99.2%
Accuracy
AI AgentsNLPRAG
Enterprise / Commercial2025 · NDA

CRM agent on Telegram

AI Agent on Telegram for the commercial team: consults the CRM, updates opportunities, logs post-call notes and generates the daily report. All without opening the management system.

−40min
Day/agent
2m
ROI
100%
CRM updated
TelegramAI AgentsCRM
Manufacturing2025 · NDA

Intelligent production alerting via Telegram

MQTT pipeline → anomaly detection → contextualised Telegram notification. The operator receives the probable cause and recommended action, not just the out-of-threshold value.

−68%
False alarms
3m
ROI
<2s
Notification latency
TelegramMQTTAI Agents
Distribution / B2B2025 · NDA

B2B customer care on WhatsApp

AI Agent on WhatsApp for managing B2B customer requests: order status, documents, complaints. Operator escalation for complex cases, 24/7 operation.

82%
Resolved autonomously
4m
ROI
24/7
Operational
AI AgentsWhatsAppNLP
Consulting / Professional2025 · NDA

Client onboarding automation

n8n + LLM pipeline for document collection, KYC verification and contract generation. From first contact to digital signature in 48h, without manual intervention.

−85%
Onboarding time
3m
ROI
0
Document errors
n8nLLMAutomation
Enterprise2025 · NDA

AI agent for inbound lead qualification

Agent that analyses every inbound lead, enriches the profile with public data, assigns a score and routes it to the correct salesperson. Zero manual intervention.

+62%
Qualified leads
3m
ROI
−50%
Qualification time
AI AgentsCRMn8n
Manufacturing2026 · NDA

Automated operational reporting

Prefect + LLM pipeline that every Monday automatically generates the weekly operational report from ERP and MES data, with narrative commentary and highlighted anomalies.

−90%
Writing time
2m
ROI
0h
Man-hours/week
PrefectLLMAutomation
Enterprise IT2025 · NDA

IT ticket triage and classification

AI agent integrated on Slack that classifies every new ticket, assigns priority, suggests a solution from the knowledge base and automatically notifies the correct team.

−55%
MTTR
4m
ROI
94%
Correct classification
AI AgentsSlackNLP
Distribution2026 · NDA

Order agent on Telegram for sales network

Agents send orders on Telegram in natural language. The AI interprets, checks availability on ERP and automatically confirms the order. Zero entry errors.

−30min
Per order
3m
ROI
0
Entry errors
TelegramAI AgentsERP
Retail2025 · NDA

Automated competitive monitoring

n8n + LLM pipeline for daily analysis of competitor prices across multiple marketplaces. Automatic report every morning with alerts on significant changes.

200
SKUs monitored
4m
ROI
8min
Report time
n8nLLMAutomation
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