Problem
Matching inventory loses value when buyers see it too late.
Notify matched buyers on WhatsApp, keep the data behind each listing and route questions or viewing requests to the right application workflow.
Outcome pattern for marketplaces and property teams—not a substitute for listing or consent systems.Matching inventory loses value when buyers see it too late.
A concise alert carries the listing facts a buyer may ask about.
Replies become structured interest instead of an untracked conversation.
A search system finds a relevant listing, but the recipient is not watching the dashboard. A generic notification links back to the application yet provides no useful answer when the buyer asks about price, location or availability.
Trigger from a confirmed listing-to-recipient match. Record the match revision and recipient together, then use that stable value as the idempotency key. Do not let untrusted users supply arbitrary recipients.
Send the essential value proposition and a single next step. Attach structured listing context such as listing ID, price, location, bedrooms, observed availability and the canonical URL—never private seller notes.
Correlate the reply with the alert and listing. Answer factual questions from fresh context, call a narrow availability check when needed and route viewing requests to an authenticated scheduling or agent-assignment flow.
Track alert-to-reply time, qualified-interest rate, viewing requests, delivery failures and stale-listing answers. Compare the workflow against email or dashboard-only notification cohorts rather than measuring message volume alone.
No. Your application supplies the match and remains the source of truth.
Only if you explicitly connect a constrained scheduling action with authorization and availability checks.
Include observation timestamps and retrieve fresh data before stating time-sensitive facts.
Prove the operational loop before increasing traffic or automation.
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