Governed AI your brokerage can control.
AI that answers only from your approved listings, and hands off when it can't. Your team keeps the source, the decision trail and the final say.
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.
How contact and consent work for live personal data is agreed in writing before those workflows go live. See the privacy notice for this website's enquiry handling.
Before you book.
Which model powers it?
Model choice is confirmed during scoping and can change as models improve. The commitments stay fixed: approved context in, visible sources out, human handoff when either is missing.
Does it reply in Arabic?
We confirm language coverage, including Arabic, with your team during scoping.
What happens when evidence is missing?
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.
Bring one real lead scenario. We'll show how RayaOS drafts, cites and hands off.
Reply within one business day · Hands-on onboarding · Built for UAE brokerages