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AI Training & Fine-Tuning

General-purpose AI models are powerful but generic. When your use case demands domain-specific accuracy — legal terminology, medical coding, financial classification — fine-tuning transforms a general model into a specialist. Vectrel handles the full fine-tuning lifecycle: data preparation, training strategy, model evaluation, and deployment. Fine-tuning is not always the answer. Part of this service is honest evaluation: we tell you when prompt engineering is sufficient, and when true fine-tuning is worth the investment.

Deliverables

What's included

Training data preparation and curation
Base model selection and evaluation
Fine-tuning execution and iteration
Model performance benchmarking
A/B testing against baseline models
Deployment and serving infrastructure
Ongoing model monitoring and retraining strategy

Use Cases

How clients use this service

Real Estate Data Extraction

A real estate tech company needed accurate property detail extraction from unstructured listings. We fine-tuned a language model on 50,000 annotated listings, achieving 94% accuracy vs 71% baseline.

Medical Coding Assistant

A healthcare company needed AI that understood specialized medical terminology for automated coding. We fine-tuned a model on their proprietary dataset to achieve domain-specific precision.

Who It's For

Businesses with domain-specific AI needs where general models fall short.

Technologies

Tech stack

PythonPyTorchHugging FaceOpenAI Fine-tuning APIWeights & BiasesCUDAAWS SageMaker

Related Services

Often combined with

Custom AI Development

AI systems engineered for your specific use case, built to run in your infrastructure.

Learn more

Data Engineering & Infrastructure

Clean, structured, reliable data systems that power everything else.

Learn more

Ongoing Support & Maintenance

Your systems stay running, updated, and improving — long after launch.

Learn more

Start an AI Training project

Every project starts with a conversation. Tell us what you're working on and we'll take it from there.

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Vectrel

Custom AI integrations built into your existing business infrastructure. From strategy to deployment.

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