Pull Facts → Generate Content → Check Consistency → Publish → Keep Updated

Listing and FAQ Content Agent

Generates and maintains listing content and standardised FAQ answers from approved sources, so every channel shows the same accurate information instead of drifting copies.

The Problem

The same listing reads three different ways across channels.

Listings are outdated across channels. The same questions get answered differently by different people.

What Changes

One accurate source, pushed consistently everywhere.

Generates and maintains listing content and standardised FAQ answers from approved sources. Every channel shows the same accurate information.

Humans stay in control: Your team approves content before it publishes and owns the facts. The agent generates and syncs it. It removes the drift, not the editorial control.

HOW THE AGENT WORKS

TRIGGERLLMAPIDECISIONACTIONWAIT

TRIGGERUnit Or FAQ ChangesNew unit, price change, or FAQ update

APIPull Approved FactsGet the current unit data and policies

LLMGenerate ContentDraft listing copy and FAQ answers

LLMCheck ConsistencyCompare across channels for drift

DECISIONApproved?

ACTIONPublish EverywherePush to all channels

WAITKeep Updated

The agent doesn't invent claims. It generates and updates content from approved facts. Your team approves before anything publishes.

HOW TO BUILD IT

Three levels of depth. Pick the one that matches where you are.

For the ops person who needs to understand what's involved and brief their team.

Your FactsUnit data, policies

The AgentWorkflow engine + LLM

Your ChannelsListings, FAQ, portal

WHAT YOUR TEAM PROVIDES ONCE

Approved facts - unit specs, pricing, policies the copy draws from
Brand voice - how listings and answers should read
Channel list - where content publishes
Approval flow - who signs off before publish
Update triggers - what changes should refresh content

What happens day-to-day: A price changes or a policy updates. Instead of editing five channels by hand and missing one, the agent regenerates the content from the approved facts and pushes it everywhere consistently after your sign-off.

For the IT person or technical lead who needs to scope the integration.

INQUIRY SOURCES

PMS unit data

Policy docs

FAQ store

WORKFLOW ENGINE (N8N)

Trigger

API - Pull facts

LLM - Generate

LLM - Consistency check

Branch - approved?

Publish to channels

Monitor for updates

CONNECTS TO

PMS / CRM (Yardi / AppFolio)Read: unit data, pricing

ILS / website / portalWrite: listing + FAQ content

Knowledge baseRead/write: approved FAQ answers

Approval (email / Slack)Sign-off before publish

WITHOUT PMS API

Agent drafts content from a facts sheet for manual publishing. The consistency check still runs.

WITH PMS API

Agent reads live unit data and publishes consistent content across channels. Best experience.

For the person who wants to build this agent step by step. Each node below maps to an n8n workflow node.

TRIGGERNode 1

Trigger - Unit or FAQ Changes

Webhook on unit/pricing change, or a scheduled FAQ review.

Output: { change_type, unit_id, fields_changed }

APINode 2

HTTP Request - Pull Approved Facts

Get current unit specs, pricing, and relevant policies.

Output: { unit_facts{}, policies{} }

LLMNode 3

LLM - Generate Content

Draft listing copy and FAQ answers in brand voice from the approved facts only.

Output: { listing_copy, faq_updates[] }

You write listing copy and FAQ answers from approved facts ONLY.

Use the FACTS and BRAND VOICE. Never invent amenities, pricing, or policies not in the facts.
Return: listing_copy (string), faq_updates (array of {question, answer}).
Respond ONLY with valid JSON.

FACTS: {facts}
BRAND VOICE: {brand_voice}

INPUT

{ "unit": "2BR", "rent": 2100, "available": "2026-08-01", "amenities": ["in-unit W/D","balcony"] }

OUTPUT

{
  "listing_copy": "Bright 2-bedroom with in-unit washer/dryer and a private balcony. Available August 1 at $2,100/mo.",
  "faq_updates": [{ "question": "Is laundry in the unit?", "answer": "Yes, this home has an in-unit washer and dryer." }]
}

LLMNode 4

LLM - Check Consistency

Compare the new content against what is live on each channel and flag drift.

Output: { consistent, drift[] }

You check listing consistency across channels.

Compare the NEW CONTENT to the CURRENT live content per channel. Return:
- consistent: true/false
- drift: [{ channel, field, difference }]
Respond ONLY with valid JSON.

NEW CONTENT: {new_content}
CURRENT: {current_by_channel}

OUTPUT

{
  "consistent": false,
  "drift": [{ "channel": "ILS", "field": "rent", "difference": "shows $2,150, should be $2,100" }]
}

DECISIONNode 5

Condition - Approved?

IF approved by the reviewer → publish. ELSE → hold for edits.

Output: Branch: APPROVED (publish) or HOLD

ACTIONNode 6

Publish Everywhere

Push the approved content to every channel and update the FAQ store.

Output: All channels consistent.

WAITNode 7

Keep Updated

Re-check on the next change or scheduled review.

Output: Content stays current as facts change.

MVP vs Advanced — Where To Start

MVP — START HERE

Single channel
LLM from facts sheet
Manual consistency check
Manual publish
Manual approval
Periodic review

ADVANCED — ADD LATER

Full Video Walkthrough Coming Soon

From approved facts to consistent listings - step by step.

Everything on this page is free to learn.

When you're ready to build — do it yourself or bring us in.

Book a call to scope this

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Lead-to-Lease Concierge

Qualifies leads, schedules tours, nudges applicants who stall

Move-In Condition Verifier

Captures day-one condition record, routes issues into tickets

Show-Ready Gatekeeper

Blocks tours on units that aren't actually ready

Frequently asked questions

Listing and FAQ Content Agent is an AI agent that keeps listings accurate and answers consistent across every channel.

The same listing reads three different ways across channels. The Listing and FAQ Content Agent addresses this — it keeps listings accurate and answers consistent across every channel.

No — your team stays in control. Your team approves content before it publishes and owns the facts. The agent generates and syncs it. It removes the drift, not the editorial control.

This is 3 of 5 agents in Leasing & Marketing. → · Explore all 10 departments →