Governed AI your brokerage can control.
RayaOS AI Concierge is the governed AI layer inside a real estate CRM for UAE brokerages. It prepares grounded drafts from approved inventory, checks communication eligibility, preserves citations and reason codes, and keeps human review in control of the final action.
Approved context first. No evidence means no claim.
- Evidence availablePrepare the reply
- Evidence incompleteAsk or hand off
- Sensitive requestBring in a person
What a useful reply record shows
"Why did it say that?" has a reviewable answer.
Every prepared reply keeps its decision trail: the classification of the question, the evidence checked, the review signal and the safety action taken. When a response is weak, your team has something concrete to fix instead of an opaque result.
Your policy controls every automated step.
RayaOS checks consent, channel rules, risk, evidence and active pause controls before it prepares work. Your team can approve, edit, discard or pause without losing the underlying conversation record.
Quality is reviewed through evidence and outcomes.
Was the reply backed by the approved source?
Did it move the enquiry forward?
Did it hand off when evidence or authority was missing?
Was the next human action visible and assigned?
Reviewed through source support, usefulness, safety, ownership and human feedback.
Outreach needs a basis and a stop switch.
Source understood
RayaOS records how the enquiry arrived and what follow-up is expected.
Permission uncertain
The workflow pauses or asks for confirmation instead of assuming.
Stop requested
The contact preference is respected and routed for review.
Lawful basis, wording, retention and vendor responsibilities are agreed before any workflow touches live personal data.
Before you book.
Which model powers it?
We evaluate the workflow, not a model brand. What we commit to: approved context in, visible sources out, human handoff when either is missing.
Does it reply in Arabic?
Multilingual behavior is confirmed with each team as part of scoping, not assumed here.
Can it hallucinate?
Any generative system can produce an unsupported answer. The workflow is designed so an unsupported answer has nowhere to go: no matching approved evidence means ask, or hand off. The receipt shows which happened.
Can we switch it off?
Yes. The AI-assisted step can be paused without losing the underlying lead workflow.
Get started
See governed AI inside the operating platform.
We will show the source, eligibility decision, reason codes, review step and human controls behind each prepared draft.
Reply within one business day · Hands-on onboarding · Built for UAE brokerages