We design, build and run the application around your private model
Nucleus handles the full engagement, from discovery through data preparation, model training and application development, to a running system your teams use every day.
Full-stack delivery
Nucleus designs the architecture, prepares your data, trains the model and builds the application. One team owns the whole engagement.
Your model, your data boundary
Every application runs on a model fine-tuned on your organisation's data, served from a private endpoint under your own scoped API keys.
Compatible APIs from day one
Your application calls the OpenAI or Anthropic SDK your teams already use. Swap the base URL; the rest of the code stays the same.
The engagement, end to end
Five stages from discovery to a running system. Nucleus maps the workflow, prepares the data, trains the model, builds the application and operates it on private endpoints with scheduled retraining.
Results from LLMs powered by Nucleus
Monthly revenue re-attributed through ad performance tracking
Rerouted in a single fleet optimisation run
Downtime prevented in manufacturing this month
Prediction accuracy on equipment failures
Enterprise workflows, powered by Nucleus
A feeding plan per tiger, from health and activity data
Line 3's next failure, booked into the maintenance window
Six vendor contracts ranked before the renewal meeting
What the engagement includes
The engagement
- Discovery and architecture design
- Data preparation and validation
- Model training across six modalities
- Application development and integration
- Ongoing operation and retraining
The model
- 25 open base models
- LoRA fine-tuning on your data
- Checkpoint scoring against your criteria
- Weight export at any time
- OpenAI and Anthropic compatible APIs
Security and compliance
- Training data encrypted at rest and in transit
- Your data trains nobody else's model
- Scoped API keys, metered and rate-limited
- Audit logging through Harness
- PDPA-aligned data handling
Custom
Scoped and priced per project
The engagement covers discovery, data preparation, model training, application development and ongoing operation.
More from Enterprise
On-Premise
Sizing, procurement, the managed service and SLA
Industry solutions
Live workflows across industries
Contact sales
Tell us what you want to build
Go deeper
Ready to build on your own model?
Tell us about your workflow and we will scope the engagement.