Fine-tuning of custom AI models trained on your data
Models tuned to your domain, your data and your standards.
The challenge
General-purpose models are impressive but generic. On specialised tasks they miss your terminology, ignore your rules, or fall short of the accuracy your process demands.
When off-the-shelf models fall short, we fine-tune and evaluate models on your data so they speak your domain, follow your rules and meet your accuracy bar. Everything is benchmarked so you can see the lift before it ships.
The outcome
Measurable accuracy gains on the tasks that matter to you.
The concrete things this delivers once it is running in your business.
Models learn your terminology, formats and edge cases.
Outputs follow your tone, rules and compliance constraints.
Measured accuracy against a baseline so the gain is provable.
Classification, extraction or generation where general models underperform.
Models ship with versioning so changes are controlled and reversible.
A clear path to refresh the model as your data evolves.
A staged path so value is proven before the next investment.
We agree the metric and target before any training begins.
Dataset curation and labelling strategy that fits the task.
Train and iterate against the agreed benchmark.
Independent evaluation against the baseline, reported honestly.
Versioned rollout with monitoring and a retraining schedule.
Domain-specific classification or extraction
Brand- and policy-aligned content generation
Specialised tasks where general models underperform
Straight answers. If yours isn’t here, ask us.
Often not — a well-configured general model is enough. We only recommend fine-tuning when benchmarks show it is the cheapest way to hit your accuracy bar.
It depends on the task. We assess what you have and design a labelling strategy to fill the gaps cost-effectively.
We benchmark against a baseline and report the measured lift before deployment. No improvement, no ship.
You do, along with the data and evaluation set. There is no lock-in.
Scoped to data preparation and training effort, quoted as a fixed engagement after scoping.
Book a call and we’ll scope it against your processes and ROI — or email us directly.