Enterprise Agentic AI Development

Because the second and third team will otherwise rebuild identity, logging, tool access and governance from scratch, at full cost, with no guarantee they get the safety controls right. The platform investment pays for itself once a handful of teams are building agents, since each new team then costs a fraction of the first one. If you only expect to ever run one agent, you do not need this — we will tell you that directly.

Cost for organisation-wide agent infrastructure — shared identity, tool layer, governance and observability — scales with the number of core systems and compliance regimes involved. This is typically evaluated against the alternative of each team independently building and securing its own agent, which usually costs considerably more in aggregate and produces inconsistent security postures. We scope this after reviewing your current pilot and rollout ambitions.

Three to eight months depending on how many core systems need governed integration and how many compliance regimes apply. We stage it so the platform proves itself on the existing pilot within the first phase, rather than a long build with no working system until the very end.

Audit logging, data residency, access control and retention policy are built into the platform layer so every agent inherits compliant behaviour by default, rather than each team's agent needing its own compliance review. We work directly with your security and compliance teams during design, and we deploy inside your infrastructure — including fully self-hosted, open-weight models — where data residency requirements demand it.

No — the platform standardises identity, permissions, logging and tool access, not the orchestration framework or model choice underneath. A team can build on LangGraph while another uses CrewAI, and both inherit the same governance, because the shared layer sits below the framework rather than replacing it. Provider swaps become a configuration change instead of a rebuild.

Your team, by design. We train the engineers who will run the center of excellence, document the platform to a standard that does not assume our continued involvement, and typically stay on for the first few team onboardings so the handoff is proven, not theoretical. You are not signing up for a permanent managed service unless you want one.