AI & Machine Learning
Custom AI models, trained for you and deployed by you. We provide engineers and domain-expert trainers to build, fine-tune and align models on your data, then hand over the keys.
Overview
We run the managed service end to end: data preparation, fine-tuning, human-led alignment and deployment, resulting in a model you own.
Parameter-efficient fine-tuning (such as LoRA and QLoRA) adapts a foundation model to your industry terms, manuals and processes without very large compute costs.
What we do
- Data architecture review and preparation
- Fine-tuning of foundation models (PEFT, LoRA, QLoRA)
- Reinforcement learning from human feedback (RLHF), with domain experts such as accountants and lawyers ranking outputs
- Secure handover of model weights into your AWS or Azure VPC, or on-premise hardware
Deliverables
- Trained model weights and configuration, owned by you
- Evaluation report against your test set
- Containerised deployment package and runbook
Who it is for
- Firms with proprietary data that cannot leave their environment
- Teams that want a smaller, domain-specific model instead of a general API
Discuss AI & Machine Learning with us
Tell us about your entity and what you need. We reply with a scope and fee proposal under a formal engagement letter.