Illustrative scenario
A document classification workflow
An illustrative model adaptation for assigning business documents to agreed categories.
Software, AI & Technology Services
AI Model Customisation & Deployment
Adapt and deploy AI models with a clear engineering purpose. We assess whether configuration, retrieval, fine-tuning or another approach fits your data, evaluation needs and operating constraints.
Capabilities
What we can help you build
Model & approach selection
Compare existing models and adaptation options against the intended task.
Dataset preparation
Review data quality, permissions, labeling needs and evaluation splits.
Model customization
Adapt prompts, configurations or model weights where suitable and authorized.
Task-specific evaluation
Develop representative test cases and compare behavior before deployment.
Inference & application integration
Connect model inference to applications through appropriate interfaces.
Deployment & lifecycle planning
Plan runtime resources, versioning, monitoring and model-update procedures.
Your context
From business challenges to practical options
A general model does not fit a specific task
Potential approachEstablish a baseline and evaluate targeted adaptation against defined examples.
A model works in a notebook but not an application
Potential approachDesign an inference interface and test runtime and integration constraints.
Model updates are hard to assess
Potential approachKeep versioned evaluation cases and define review criteria for changes.
Use cases
Possible applications
These examples show potential applications. They are not completed customer projects or claims of delivered results.
Illustrative scenario
Vision inference in an application
A possible deployment that exposes a vision model through an application API.
A clear path forward
How we approach the work
Define task & baseline
Agree on inputs, outputs, evaluation cases and an initial comparison point.
Prepare & adapt
Review permitted data and test an appropriate customization approach.
Evaluate integration
Check model behavior, application interfaces and runtime requirements together.
Deploy & document
Prepare the deployment, versioning, monitoring and handover plan.
Frequently asked questions
Questions before we begin
Is fine-tuning always necessary?
No. We first compare simpler approaches, available models and retrieval or configuration options before recommending weight updates.
What data is needed?
That depends on the task. We review relevance, quality, labeling, usage rights and representative evaluation examples.
Can deployment run on our infrastructure?
We can assess available hardware and runtime constraints. The hosting and support approach is agreed after that review.
Your next step
Let's Discuss Your Project
Tell us about your current system, what you want to change and any constraints. We can discuss a practical scope and suitable next steps.
A quote follows a review of your requirements. Pricing, timelines and support terms are agreed before work begins.