Specialized responses
Adapt the model's style, format and behavior to tasks and examples from your organization.
AI for hospitality in MalagaLLM fine-tuningThe language of your business.
We adapt language models to your business with fine-tuning, RAG and evaluation. We integrate assistants and document analysis into your applications.
Tell us about your projectYour dataYour modelYour application
Applications for your business.
Structured information
Extract and classify information from text to feed your team's systems.
AI for business advisors in ValenciaDocument search
Connect an assistant to your documents to find information with its sources, access permissions and team review.
AI for legal in AlicanteWhat the service includes.
A concrete task, examples of inputs and desired outputs, data constraints and the product where it will run. We identify any gaps together.
Data and baseline
We review examples, their quality and usage permissions. We define an evaluation set and measure a baseline solution.
Adaptation and comparison
We compare prompting, retrieval and fine-tuning for the task. We train when the expected improvement justifies it.
Integration and monitoring
We deliver the agreed model or configuration, its evaluation and an integration with quality, latency and cost monitoring.
Frequently asked questions.
Is fine-tuning always necessary?
No. We first evaluate whether instructions or information retrieval solve the task. Fine-tuning is considered when consistent behavioral adaptation is needed and suitable examples are available.
How many examples do I need?
It depends on the task, the variety of cases and data quality. The first phase identifies missing examples and separates training data from evaluation data.
What does the budget include?
We detail data preparation, adaptation, evaluation and integration. Training compute, inference and maintenance are identified separately according to scope.
AI services in your city.
We work remotely from Madrid with businesses across Spain. Explore applications and industries in your city.
Explore all cities and industriesLet’s give your idea a starting point.
LLMs & fine-tuning
Tell us about your data, your goal, and where this system needs to fit. We’ll work out the next step together.