Solutions
Machine Learning & AI
Production-grade models, deployed and maintained
Machine learning is no longer an experimental capability — it's woven into operations across finance, retail, healthcare, logistics, and beyond. As deployment has become easier and inference costs have dropped, the bar for what counts as a competitive ML feature keeps rising.
You no longer need to build every model from scratch. Three deployment layers now exist:
- Managed ML platforms for classical ML and computer-vision workloads — AWS SageMaker, Google Cloud AI, Azure Machine Learning.
- Hosted LLM APIs for conversational AI, retrieval-augmented generation (RAG), and agentic workflows — Claude, ChatGPT, Gemini, DeepSeek.
- Open-source models for privacy-sensitive deployments in your private cloud or on-premises — DeepSeek, Kimi, Qwen, Llama, Mistral.
Vantino designs and ships across all three. We help you pick the right layer for each use case — managed pipelines where total cost of ownership matters, hosted APIs where speed of integration matters, and self-hosted open-source models where data sovereignty rules out external services.
How can your business benefit from ML and AI?
Financial sector
- Fraud detection: learn from past patterns and live signals (transaction, location, device, graph) to flag fraud in real time.
- Credit assessment from audited statements and alternative-data signals.
- Forecasting: cash flow, churn, demand planning.
- LLM-powered analysis: summarise filings, extract contract clauses, generate first-draft memos.
Retail & e-commerce
- Recommender systems: surface the right product at the right moment.
- Consumer segmentation: predict conversion likelihood, personalise offers, lower churn.
- Generative product content: descriptions, image captions, SEO copy at scale.
- Conversational shopping: LLM chatbots grounded in your catalogue (RAG).
Healthcare
- ML diagnostic tools (imaging, structured EHR).
- Clinical-knowledge assistants grounded in your guidelines (RAG over protocols and SOPs).
- Document summarisation of records and trial reports.
Customer support & operations
- LLM chatbots grounded in your knowledge base — accurate, citable, on-policy.
- Ticket triage, intent classification, auto-drafted responses for human review.
- Internal search across wikis, contracts, tickets via RAG.
Marketing
- Sentiment analysis across reviews and social.
- Generative copy variations for A/B testing and localisation.
- Propensity modelling and audience segmentation.
Security
- Anomaly detection and authentication.
- Log triage and alert summarisation with LLMs.
These are the industries we work with and examples of solutions that benefit our clients — with machine learning the options keep expanding, so don't hesitate to contact us for an individual consultation.
More details on our Machine Learning & AI Consulting page.
Let's talk about your project
Tell us where you are and where you want to be.
Vantino SàrlRue de Lausanne 38
1201 Genève
PO Box 2224, 1211 Genève 2
+41 22 548 06 05
sales@vantino.com