Social-first leads
Buyers and sellers message from Instagram and Messenger. Messages land in the CRM as notes, but nothing tells the agent to look.
When an existing lead messages a real estate team on Facebook or Instagram, the moment is easy to miss — the message lands in the CRM as a note nobody is notified about. We built the n8n + Lofty automation that waits for the conversation to finish, consolidates everything into one note, and creates one review task with the right deadline.
The team works leads in Lofty, runs ManyChat automations for social channels, and uses Zapier to relay messages. Their pipeline, stages, sources and tags are carefully maintained — and had to stay untouched.
Buyers and sellers message from Instagram and Messenger. Messages land in the CRM as notes, but nothing tells the agent to look.
The leads already exist in Lofty, with assignments and history. This workflow had to enrich them, never duplicate or replace them.
The request was exact: wait for the conversation to settle, consolidate the messages, then create one task with a same-day deadline, assigned correctly.
Integrations can write data into a CRM without triggering the notification layer people actually watch. The data is there; the signal is not.
This describes the exact gap the client asked us to close.
The workflow was designed around how conversations actually arrive: people send two or three messages in a row, then stop. The system waits for the quiet.
Every message is matched to an existing Lofty lead by precise phone number, falling back to email when the phone lookup fails. A message that matches nothing creates nothing — the workflow never creates a lead.
After the lead's latest inbound message, a 10-minute countdown runs. Each new message resets it, so the team is alerted once the person has finished writing — not mid-sentence.
All messages from the burst are gathered into a single note on the lead, so the agent reads one coherent summary instead of a trail of fragments.
A "review social media message" task is created with the client's exact description, assigned to the lead's agent, due the same day — and an assistant copy when an assistant is assigned and reachable.
Each message gets a fingerprint. Redelivered events resolve to the same fingerprint and cannot create a second task; a repeat message from the lead later does produce a fresh task, because that is a new conversation.
The lead is tagged for review and that is all — pipeline stage, source, tags and ownership stay exactly as the team keeps them. If the alert step fails, the client's AI chat continues unaffected.
The workflow was run against the client's live systems, with these results recorded in the delivery note.
These results come from the delivery note and audit record. The client is anonymized on request — no names, accounts or internal identifiers are published.
The audit that followed delivery documents the edge cases the refined workflow handles — and one honest remaining limitation.
Lead lookups accept exactly one match. If two leads share the phone or email, the workflow stops rather than attaching a task to the wrong person.
The final check uses the data table's arrival order and row IDs, so identical or out-of-order source timestamps cannot pick the wrong "latest" message.
Outbound messages and non-lead senders are rejected when the source supplies direction — only genuine inbound lead messages trigger the process, per the agreed scope.
The message payload does not carry a true message ID or lead ID, so deduplication uses a best-effort fingerprint and matching relies on phone or email. The audit documents both, and what a change at the messaging source would unlock.
The system creates the alert. We do not claim faster responses or more deals — that depends on the team acting on the task.
If the CRM merges or replaces a lead during the 10-minute wait, a task can remain attached to the old record. The audit names this and the fix — a post-wait identity check — and notes it was not deployed at the time due to credential constraints.
Some behavior is bounded by what the CRM and messaging APIs expose — such as no native task priority and no message ID. The audit says so instead of pretending otherwise.
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