Custom AI Model Training and Development
Custom AI model training and development for businesses that need more than off-the-shelf AI. We fine-tune language models on your content and train machine learning models on your data for prediction, classification and specialised tasks, and you own the result.
When general AI is not enough
General AI tools are impressive, but they do not know your business. They may miss your industry's terminology, give inconsistent output, or simply not be designed for the task you need, such as predicting which leads will buy or which customers are about to leave. Custom AI model training builds a model around your data and your goal.
Two kinds of custom models
Fine-tuned language models
We take a capable language model and train it further on your own examples, so it writes in your format and tone, understands your domain and performs a specific task reliably. Typical uses include classifying support tickets, extracting structured data from documents, and generating content in a consistent style.
Machine learning models
For prediction tasks, we train machine learning models on your historical data. Examples include sales and demand forecasting, lead scoring, churn prediction, product recommendations, pricing support and anomaly detection.
An honest, measured approach
Custom models are not always the answer. Sometimes a well-designed prompt or an existing model does the job for a fraction of the cost, and we will tell you when that is the case. When a custom model is right, we define success metrics up front, keep test data separate, and show you real accuracy figures before launch. Your data stays private, and the trained model, code and data remain yours.
Put your model to work
A trained model creates value when it is connected to your business. We can build it into your CRM, an automated workflow or a reporting dashboard. See all our AI solutions.
What's Included
Feasibility assessment
We review your goal and your data and tell you honestly whether a custom model is the right approach.
Data preparation
Cleaning, labelling and structuring your data so the model learns the right patterns.
LLM fine-tuning
Language models adapted to your domain, terminology, tone and output format.
Predictive models
Machine learning for forecasting, scoring, classification and recommendations.
Evaluation
Clear accuracy metrics measured on test data the model never saw during training.
Deployment and monitoring
The model deployed behind an API in your cloud, monitored and retrained as needed.
Our Process
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Define the problem
We agree on exactly what the model should do and how success will be measured.
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Audit and prepare data
We assess the data you have, fill gaps and prepare training and test sets.
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Train and compare
We train candidate models, starting from the simplest approach that could work, and compare results.
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Evaluate
We report accuracy, errors and limitations on unseen test data before anything goes live.
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Deploy and maintain
We deploy the model, integrate it into your systems and monitor its performance over time.
Pricing
Every project is quoted individually after a free consultation, based on the scope, features and timeline you need. You get a fixed, itemised quote before any work starts, with no hidden costs.
Request Your QuoteTechnologies
- Python
- PyTorch
- scikit-learn
- Hugging Face
- OpenAI fine-tuning
- Open-source LLMs
- AWS
- Google Cloud
AI Model Training FAQs
When do I need a custom model instead of ChatGPT or similar tools?
When a general model does not know your domain well enough, when you need consistent output in a specific format, when you have a prediction task such as forecasting or scoring, or when data privacy requires a model you control.
How much data do I need?
It depends on the task. Fine-tuning a language model can work with a few hundred to a few thousand good examples, while prediction models need enough historical records to learn patterns. We assess your data before recommending an approach.
Who owns the trained model?
You do. The model, its training data and the code are yours, and the model can run in your own cloud account.
How do you measure if the model is good enough?
We agree on success metrics up front, set aside test data the model never sees during training, and report accuracy and error rates before anything goes live.
Is my data kept private?
Yes. We work in secure environments, limit access to your data, and can train and host models entirely within your own cloud account.
More AI Solutions
Get a Free AI Model Training Quote
Custom AI model training and development for businesses that need more than off-the-shelf AI. We fine-tune language models on your content and train machine learning models on your data for prediction, classification and specialised tasks, and you own the result.
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- Website Design & Development
- Shopify Store Development
- SEO & Digital Marketing
- AI Chatbots, Voice Assistants & Automation
- Custom CRM, CMS & Data Analytics
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