Employees used to move between SAP, GreytHR, ClickUp, ERP reporting and SharePoint to get through a day. A multi-agent platform on Claude puts all of it behind one role-aware conversation.
Embassy Group
Real estate
Claude Sonnet 4.6
Claude Haiku 4.5
Production — active since April 2026
Reckonsys built a multi-agent enterprise platform on Claude:
Architecture
Each business function is its own agent with its own tools, and a router decides which of them a question needs. Nine or more agents and fifteen or more internal tools have shipped across those functions.
Legal — Contract clause analysis and document review — the highest-judgement work on the platform.
HR — Leave, employee data and people workflows, integrated with GreytHR.
Finance — Reporting and financial queries against SAP and the ERP reporting layer.
Project management — Task and project state, integrated with ClickUp.
Recruiting — Candidate pipeline and screening workflows.
Documents — Retrieval across the SharePoint estate.
Routing
A request that spans departments — a contract question and a leave balance in the same breath — is answered by the agents that own each part, without the person needing to know the platform has agents at all.
Models
Claude Sonnet 4.6 handles the high-judgement work: contract clauses, document reasoning, and the routing decisions themselves. Claude Haiku 4.5 takes the frequent, latency-sensitive calls where a fast answer matters more than deep reasoning.
Both are accessed through Azure AI Foundry and orchestrated with LiteLLM, which gives Embassy a single provider-abstracted interface across the platform and keeps model selection a routing decision rather than an application rewrite.
Contract clause analysis is the clearest illustration of why model choice matters here. Asking whether an agreement auto-renews is not a lookup — it means reading the renewal language, the notice provisions and whatever qualifies them, then saying plainly what it amounts to. That is judgement under constraint, and it is the work Sonnet is carrying.
Stack: Claude Sonnet 4.6 · Claude Haiku 4.5 · Azure AI Foundry · LiteLLM orchestration · multi-agent routing with internal tool calling · SAP · GreytHR · ClickUp · ERP reporting · SharePoint · multi-tenant architecture
“Asking whether an agreement auto-renews is not a lookup. It is judgement under constraint.”
What shipped
Across legal, HR, task management, finance and recruiting — integrating SAP, GreytHR, ClickUp, ERP reporting and SharePoint behind a single conversation.
Employees ask one question in one place instead of learning five systems. The multi-tenant architecture means the same platform extends to further Embassy business units — OfficeParks and Embark among them — as they come on.
One question in one place, instead of five systems to learn.
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