Open Source Model Fine-Tuning

Transform your AI capabilities with our specialized open source model fine-tuning services. We help organizations achieve dramatic cost savings while improving performance on domain-specific tasks through a streamlined, proven process. While interactive chats make for impressive demos that capture imagination, the majority of transformative value of AI lies in purpose-built, domain-specific deployments that operate quietly in backend systems, automating complex workflows and delivering consistent results.


Our Simple Process


  1. Baseline Assessment: We begin by analyzing your existing GPT-4 and Claude usage patterns and establishing clear performance benchmarks to measure success.

  2. Evaluation Framework: We develop custom evaluations tailored to your specific use cases, creating a foundation for meaningful improvement metrics.

  3. Fine-Tuning Dataset Creation: We expertly craft high-quality, domain-specific datasets designed to optimize model performance for your exact needs.

  4. Model Training & Validation: We train your custom model and rigorously evaluate its performance against established benchmarks to ensure superior results.


Key Benefits

Dramatic Cost Reduction (90%+)

A financial services client previously spending $25,000 monthly on GPT-4 API calls for compliance review now processes the same volume with their fine-tuned open source model at just $2,100 per month—a 92% cost reduction with equivalent performance.

Enhanced Accuracy

Fine-tuned models demonstrate significantly higher accuracy on domain-specific tasks, particularly when dealing with specialized terminology, unique formatting requirements, or industry-specific contexts that general models struggle with.

Data Sovereignty

Maintain complete ownership and control of your data. Our approach eliminates concerns about sensitive information being used to train third-party models, ensuring compliance with data protection regulations.


Practical Use Cases

Fine-tuned models excel at specific, well-defined tasks—not general chat applications. Our most successful implementations include:

Regulatory Compliance Analysis

Automatically review communication transcripts against compliance frameworks, identifying potential violations and categorizing risk levels with precision tailored to your regulatory environment.

Standardized Report Generation

Transform raw data into consistently formatted reports that adhere to exact specifications, maintaining perfect consistency in structure, terminology, and presentation.

Document Classification & Extraction

Accurately categorize documents and extract specific information based on your organization's unique taxonomy and information architecture.

Custom Content Transformation

Convert information between different formats following precise rules and requirements specific to your business processes.


Flexible Deployment Options

Managed API Service

We handle all infrastructure requirements, providing you with a secure, dedicated API endpoint with guaranteed uptime and performance monitoring.

On-Premises Deployment

For organizations with strict data residency requirements, we deploy your fine-tuned model directly within your environment, integrating with your existing security protocols and infrastructure.

Get started today

Let's take your business to the next level with Armed Bandits Consulting.

Tailor Made Solutions

Tailor Made Solutions

Tailor Made Solutions

Tailor Made Solutions

Proven Track Record of Results

Proven Track Record of Results

Proven Track Record of Results

Proven Track Record of Results

Data and AI Expertise

Data and AI Expertise

Data and AI Expertise

Data and AI Expertise

Sharpen your competetive edge

Get started with a quick call to discover how we can help you transform your business with tailormade AI and Data systems

Sharpen your competetive edge

Get started with a quick call to discover how we can help you transform your business with tailormade AI and Data systems

Sharpen your competetive edge

Get started with a quick call to discover how we can help you transform your business with tailormade AI and Data systems

Sharpen your competetive edge

Get started with a quick call to discover how we can help you transform your business with tailormade AI and Data systems