Intelligent Solutions for Smarter Business

It depends on the use case. For custom models trained from scratch, you typically need thousands of labelled examples for good performance. However, many modern approaches like fine-tuning pre-trained models and retrieval-augmented generation can deliver excellent results with much smaller datasets. We assess your data during discovery and recommend the approach that fits your data maturity. In some cases, we can also help you build data collection strategies as a first step.

We follow a rigorous validation process. Every model is evaluated against held-out test data using appropriate metrics for the task, such as precision, recall, and F1 score for classification, or RMSE for regression. We implement monitoring to detect model drift over time and set up automated retraining pipelines when performance degrades. We also build human-in-the-loop workflows for high-stakes decisions where model confidence is low.

Absolutely. We deploy models as APIs that integrate seamlessly with your existing applications, whether they are web apps, mobile apps, or backend systems. We also build integrations with common platforms like Salesforce, Slack, and custom CRMs. Our deployment approach ensures minimal latency and high availability, and we handle all the infrastructure complexity so your development team can consume AI as a simple service.

A focused AI project such as a chatbot or document classifier typically takes 6 to 10 weeks from kickoff to production. More complex projects like custom computer vision systems or multi-model pipelines can take 12 to 20 weeks. Every project starts with a 2-week discovery and proof-of-concept phase where we validate feasibility and set performance benchmarks before committing to a full build.

Costs depend on complexity and data readiness. A chatbot or virtual assistant with RAG typically ranges from EUR 12,000 to EUR 30,000. Custom ML models for prediction or classification range from EUR 20,000 to EUR 60,000. Large-scale AI platforms with multiple models and integrations can exceed EUR 80,000. We always start with a scoped proof of concept so you can validate value before making a larger commitment.