Behavior built
for your task.
Fine-tuning can adapt an existing model to domain language, task patterns, and the output formats your workflow needs.
CUSTOM MODEL DEVELOPMENT
We adapt and optimize models for your business.
Your tasks. Your data. Your deployment.
A general-purpose model is a starting point. We adapt it to the work you need it to do.
We build on established models, using your requirements and suitable data to shape model behavior, evaluate results, and plan deployment. Fine-tuning changes the model itself; connecting documents through retrieval is a separate option.
Fine-tuning can adapt an existing model to domain language, task patterns, and the output formats your workflow needs.
Agree on success criteria, compare with a baseline, and evaluate on examples kept separate from training.
Balance quality, speed, and memory for your target hardware. Local deployment is an option where the task and device support it.
Map the use case, available data, deployment constraints, and what a good result looks like. Choose a suitable base model and approach.
Prepare appropriate data, run the agreed adaptation work, and compare results with the baseline. Use evaluation findings to guide improvements.
Optimize for the agreed environment and hand over the model or adapter, evaluation findings, and deployment guidance defined in the project scope.
The model and configuration agreed for your project.
Atlas shows how a model, knowledge,
and an agent interface come together.
One application of the Zaro approach.
Reference and retrieval, wherever your work takes you. An agent that brings useful knowledge closer—without sending every question to the cloud.
↳ Local knowledge · Private by designHave a different task?
Let’s scope the model behind it.
These are curated upstream models,
not Zaro-trained or client-specific models.
Custom development is a separate project.
These downloads retain their upstream model identities and licenses. Sizes shown are download sizes, not total memory requirements; compatibility depends on the device and configuration.