What base models can you fine-tune?

We work with all major foundation models including GPT-4, Claude 3, Llama 3, Mistral, and others. The choice depends on your use case, budget, and deployment requirements.

How much training data do I need?

Minimum 500-1,000 high-quality examples, but more is better. We'll assess your data quality and help you augment or collect additional data if needed.

Where does the trained model live?

You own it completely. We can deploy it to your infrastructure (AWS, GCP, Azure) or help you set up managed hosting. The model and weights are yours.

How long does fine-tuning take?

Typically 6-12 weeks including data preparation, training iterations, evaluation, and deployment. Rush timelines are possible for additional fees.

Can the model be updated later?

Yes! We build versioning and retraining procedures so you can continuously improve the model as you gather more data.

Engineering Solutions

Model Training

Model Training & Fine-tuning

Transform base AI models into domain experts that understand your business, your data, and your unique requirements

Take foundation models like GPT-4, Claude, or Llama and fine-tune them on your proprietary data to create specialized AI systems that outperform generic solutions. Our engineers handle the entire training pipeline from data preparation to deployment.

Duration6-12 weeks

Investment$50,000 - $200,000

Best forOrganizations with unique domain knowledge or specialized use cases where generic models fall short

Start a Conversation Request Solution Brief

THE CHALLENGE

Sound familiar?

“

Generic AI models don't understand our industry terminology or context

“

Off-the-shelf solutions produce inconsistent or inaccurate results

“

We have valuable proprietary data but no way to leverage it in AI systems

“

Our use case requires specialized knowledge that base models don't have

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We need AI outputs that align with our brand voice and standards

Trusted by enterprises across Southeast Asia

Financial Services

Healthcare

Education

Manufacturing

Professional Services

Government

Every solution is custom-built

We don't use templates or one-size-fits-all approaches. Your solution is designed from the ground up based on your specific requirements, infrastructure, and business objectives.

100%

Custom Code

Your

Infrastructure

Full

Ownership

Discuss Your Requirements

OUTCOMES

What you'll achieve

Problems you'll solve

Domain-specific model that understands your industry context
Improved accuracy and relevance for your specific use cases
Custom outputs that match your style, tone, and requirements
Proprietary AI advantage built on your unique data
Reduced hallucinations and errors in production systems

Value you'll gain

10-50% improvement in model accuracy for domain-specific tasks
Faster time-to-value with pre-trained models
Competitive advantage through proprietary AI capabilities
Better user experience with contextually relevant outputs
Reduced reliance on expensive API calls through efficient fine-tuned models

OUR PROCESS

From requirements to production

Phase 1

Discovery

1-2 weeks

Understand Your Challenge

Deep dive into your requirements, existing systems, data landscape, and success criteria. We identify constraints, opportunities, and the right technical approach.

What you get

Technical requirements documentArchitecture optionsFeasibility assessment

Phase 2

Design

2-3 weeks

Architect the Solution

Create detailed technical designs, data models, and integration plans. We prototype critical components to validate the approach before full build.

What you get

System architectureData flow diagramsAPI specificationsWorking prototype

Phase 3

Build

4-12 weeks

Iterative Development

Agile development with regular demos and feedback cycles. You see progress every sprint and can adjust priorities as we learn together.

What you get

Working softwareTest suitesDocumentationTraining materials

Phase 4

Deploy

1-2 weeks

Launch & Handoff

Production deployment with monitoring, alerting, and runbooks. Complete knowledge transfer ensures your team can operate and extend the system.

What you get

Production deploymentOperations guideTeam trainingSupport transition

TECHNICAL APPROACH

Built to enterprise standards

Modern Architecture

Built on proven frameworks with clean, maintainable code that your team can extend.

Data-First Design

Robust data pipelines and storage solutions optimized for AI/ML workloads.

Enterprise Security

Security-by-design with encryption, access controls, and compliance built in.

Performance Optimized

Engineered for speed and scale, from prototype to production.

Version Controlled

Full Git history, CI/CD pipelines, and automated testing from day one.

Cloud Agnostic

Deploy anywhere - AWS, Azure, GCP, or your private infrastructure.

What you'll receive

Fine-tuned model optimized for your use case
Training dataset preparation and quality validation
Model evaluation report with benchmark comparisons
Deployment configuration and infrastructure setup
Model versioning and update procedures
Performance monitoring dashboards
Technical documentation and API integration guide

Best for

Organizations with unique domain knowledge or specialized use cases where generic models fall short

IS THIS RIGHT FOR YOU?

Finding the right fit

This is ideal for you if...

You have domain-specific data (>1,000 quality examples)
Generic models consistently underperform for your use case
You need outputs that match specific style or compliance requirements
Your industry has specialized terminology or knowledge
You want a proprietary AI capability as a competitive advantage

Consider another option if...

You're just getting started with AI (try training programs first)
You don't have quality training data available
Generic models already meet your accuracy requirements
Your use case changes frequently (making training inefficient)
Budget constraints prevent investment in custom engineering

Model Training & Fine-tuning

Sound familiar?

Every solution is custom-built

What you'll achieve

Problems you'll solve

Value you'll gain

From requirements to production

Understand Your Challenge

Architect the Solution

Iterative Development

Launch & Handoff

Built to enterprise standards

Modern Architecture

Data-First Design

Enterprise Security

Performance Optimized

Version Controlled

Cloud Agnostic

What you'll receive

Best for

Finding the right fit

This is ideal for you if...

Consider another option if...

Other Engineering solutions

Custom AI Solutions

Data Pipeline Engineering

API Creation & Optimization

Frequently asked

Ready to explore Model Training & Fine-tuning?