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Custom Models

LLMs trained on your data and your tone

Off-the-shelf models only get you so far. We fine-tune and train models that speak your language, know your domain, and fit your constraints.

What we build

Custom models are fine-tuned language models trained specifically on your company's data, terminology, and communication style. They outperform general-purpose models on your tasks while costing less to run at scale.

  • Domain-specific fine-tuning on your proprietary data
  • Smaller, faster models that match GPT-4 quality on your use case
  • Retrieval-augmented generation (RAG) over your knowledge base
  • Evaluation pipelines to measure accuracy, safety, and drift

How we build it

01
Data audit
We catalog your data sources, assess quality, and define the training strategy.
02
Baseline & eval
We benchmark off-the-shelf models on your tasks to set a clear performance target.
03
Fine-tuning
We train or distill a model optimized for your domain — balancing quality, speed, and cost.
04
Deployment & monitoring
We ship the model behind an API with versioning, A/B testing, and continuous evaluation.

Where it shines

Legal

Contract analysis, clause extraction, and risk flagging using your firm's precedent library.

Healthcare

Clinical note summarization, coding assistance, and patient communication in your style.

E-commerce

Product descriptions, review analysis, and personalized recommendations at scale.

Internal knowledge

Company-specific Q&A bots that know your policies, products, and processes.

Tech we use

OpenAI fine-tuning APIHugging FaceLoRA / QLoRALangChainPinecone / WeaviateWeights & Biases

Ready to get started?

Book a free 30-minute slot. The button opens our public Google booking page so you can pick a time that fits.

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