Deployment
Deployment architecture follows the use case’s requirements for data, latency, scale, regulation, ownership, and cost.
We deploy across managed cloud infrastructure, private environments, VPCs, on-premise systems, self-hosted models, and edge or on-device environments.
Development, staging, and production environments are separated. Models, prompts, retrieval systems, tools, and agent logic are versioned and evaluated before release.
Where required, we use staged rollouts, controlled releases, monitoring, alerting, and tested rollback paths so changes can be introduced without unnecessarily exposing the business to risk.
Operational documentation and runbooks are handed over so the client team can understand, operate, and continue developing the system. Where practical, deployment happens inside the client’s infrastructure and accounts so ownership remains with the organisation from the beginning.