Use Cases
What production AI delivers.
Real results from real deployments. Filter by industry to find examples relevant to your business.
€12M projected annual savings
Pan-European Bank AI Transformation Roadmap
Assessed 47 potential use cases across retail banking, risk management, and compliance. Delivered a 24-month roadmap prioritising AML automation, churn prediction, and document processing.
12-month roadmap in 3 weeks
Automotive Supplier AI Readiness Sprint
A Tier-2 automotive supplier with legacy ERP systems assessed whether AI-driven demand forecasting and quality inspection were feasible. Our 3-week sprint mapped a clear 12-month journey.
15–20% margin improvement identified
Multi-Brand Retailer AI Opportunity Analysis
A retail group with 8 brands across 200+ stores identified personalisation and dynamic pricing as highest-impact opportunities, estimating 15–20% improvement in gross margins.
62% ticket deflection
24/7 Marketplace Support Automation
2M+ customers, 6 languages, web chat and WhatsApp. First-response from 4 hours to 12 seconds. Annual savings: €1.8M.
45% less call-centre volume
Patient Scheduling & Triage Assistant
A private healthcare network deployed voice and chat AI for appointment scheduling, prescription refills, and pre-consultation triage.
First-contact resolution: 34% → 71%
Telecom Technical Support Resolution Agent
A telecom operator automated Tier-1/2 technical support. The AI diagnoses connectivity issues, runs remote diagnostics, and guides troubleshooting.
80% faster processing
Insurance Claims Multi-Agent Processing
Four specialised agents handle claims end-to-end in under 4 minutes. Agent 1 classifies, Agent 2 verifies, Agent 3 assesses damage, Agent 4 generates settlements.
3 hours → 8 minutes per contract
Contract Review & Compliance Agent
Automated contract review: reads contracts, extracts key clauses, flags non-standard terms, identifies compliance risks, generates summary memos.
Monthly close: 12 days → 4 days
Automated Financial Reporting
Agents pull data from 6 source systems, reconcile figures, generate reports, identify anomalies, and draft management commentary.
45 min → 30 seconds
Technical Documentation Q&A for 50,000+ Documents
Field engineers ask natural language questions across 50,000+ technical documents. Handles PDFs with diagrams, cross-references related docs, respects classification levels.
2-day turnaround → seconds
Text-to-SQL Over 1,200-Table Data Warehouse
Business users query a 1,200-table warehouse in natural language. Semantic schema catalogue identifies relevant tables per query before generating SQL.
70% reduction in research time
Case Law Research & Precedent Discovery
RAG system across 200,000+ case documents, statutes, and regulatory texts. Retrieves relevant precedents by factual pattern, ranks by jurisdiction.
€2.4M saved annually
FMCG Demand Forecasting
4,000+ SKUs across 12 warehouses. Incorporates sales history, promotions, weather, economics. Stockouts reduced 35%.
42% less unplanned downtime
Wind Turbine Predictive Maintenance
180 turbines, vibration/sensor models predict gearbox failures 21 days ahead. Availability from 94% to 97.8%.
+8.5% revenue
Dynamic Pricing for Fashion E-commerce
50,000+ prices adjusted by demand, competition, inventory age, margin targets. Revenue up 8.5%, markdowns down 22%.
99.2% detection accuracy
Production Line Quality Inspection
12 production lines, 150 parts/minute, 99.2% detection accuracy vs 87% human. Scrap rate reduced 34%, customer returns reduced 61%.
38% less fraud, 72% fewer false positives
Transaction Fraud Detection
Real-time scoring of 2M+ daily transactions. Graph neural networks detect fraud ring patterns invisible to rule-based systems.
Full compliance 6 months early
EU AI Act Compliance Programme
Pan-European bank mapped all 34 AI systems to EU AI Act risk categories, implemented conformity assessment, established governance council.
3.2x conversion improvement
SaaS AI-Powered Lead Scoring & Qualification
B2B SaaS with 50,000 monthly leads. ML model scores leads on product usage, engagement, and firmographic data. Sales focuses on top 15%.
>97.5% detection rate across 18 months
Managed Fraud Detection Operations
We operate and continuously improve the fraud detection system: monitoring performance, retraining on new patterns, scaling during peak periods.