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Custom LLMs
Purpose-built language model deployments with guardrails, proprietary data, and controlled outputs.
Off-the-shelf models give you general capability. Deployed models give you operational value.
Most organisations need more than a chatbot. They need language models that understand their domain, respect their policies, and produce outputs they can trust and audit.
We build multi-model architectures that route to the right provider for each task, integrated with your proprietary data and wrapped in the governance your organisation requires.
01
Model Selection & Routing
Multi-model architectures that route queries to the right model for the task. Claude, Gemini, GPT, Deepseek, and open-source models configured for cost, speed, and accuracy.
02
Guardrails & Governance
Output filtering, topic boundaries, citation requirements, and bias controls. Non-partisan, auditable responses that meet organisational policy.
03
Proprietary Data Integration
RAG pipelines, fine-tuning, and knowledge base integration. Models that know your domain without exposing your data to third parties.
04
Deployment & Monitoring
On-premise, private cloud, or hybrid hosting. Usage analytics, cost tracking, latency monitoring, and model performance evaluation.