Period Closes → Pull Owner Data → Explain Variances → Draft Report → Review
Owner Reporting Agent
Drafts owner-ready summaries with variance explanations and the supporting evidence attached, so the recurring owner questions get answered in a consistent report instead of a weekly scramble.
The Problem
Owners ask the same questions. Reporting eats the week.
Owner questions trigger hours of data pulling and explanation writing.
What Changes
Owner-ready summaries, drafted with the evidence attached.
Drafts owner-ready summaries with variance explanations and supporting evidence. When the owner asks "what happened this month," the answer is already written.
Humans stay in control: Your manager reviews and sends every owner report. The agent drafts it from the data with evidence. It removes the scramble, not the relationship.
HOW THE AGENT WORKS
TRIGGERLLMAPIDECISIONACTIONWAIT
TRIGGERReporting DueOwner report cycle begins
APIPull Owner DataFinancials, occupancy, key events per owner
LLMExplain VariancesDraft plain-language variance notes
LLMDraft ReportAssemble the owner-ready summary
DECISIONEvidence Attached?
ACTIONFlag For ReviewSend draft to the manager to finalise
The agent doesn't speak for you to owners. It drafts the summary and variance notes from real data. Your manager reviews and sends.
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 DataFinancials, occupancy, events
The AgentWorkflow engine + LLM
Your OwnersConsistent reports
WHAT YOUR TEAM PROVIDES ONCE
- Owner mapping - which properties belong to which owner
- Report template - the sections owners expect
- Data access - financials, occupancy, leasing, maintenance
- Variance rules - what size of swing needs an explanation
- Evidence policy - what backup to attach per section
What happens day-to-day: The reporting cycle hits and owners want answers. The agent pulls each owner’s data, drafts the variance explanations in plain language, and attaches the backup. Your manager reviews a near-final report instead of building it from scratch.
For the IT person or technical lead who needs to scope the integration.
INQUIRY SOURCES
Accounting
PMS / occupancy
Maintenance + leasing
WORKFLOW ENGINE (N8N)
Trigger - schedule
API - Pull owner data
LLM - Explain variances
LLM - Draft report
Branch - evidence?
Flag for review
Assemble report + evidence
CONNECTS TO
Accounting (Yardi / AppFolio)Read: financials, budget
PMSRead: occupancy, leasing, maintenance
Document / PDF builderAssemble report + attachments
Notifications (email / Slack)Send draft to manager
WITHOUT PMS API
Agent works from exported reports and drafts the narrative + variance notes into the template. Manager attaches backup.
WITH PMS API
Agent pulls each owner’s data live and drafts a complete report with evidence. 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 - Reporting Due
Cron on the owner reporting cycle (monthly/quarterly).
Output: { period, owners[] }
APINode 2
HTTP Request - Pull Owner Data
For each owner, pull financials vs budget, occupancy, leasing, and notable maintenance.
Output: { per_owner: { financials, occupancy, leasing, maintenance } }
LLMNode 3
LLM - Explain Variances
Draft plain-language explanations for variances beyond the threshold.
Output: [{ metric, variance, explanation, evidence_ref }]
You explain financial and operational variances for an owner report.
For each metric beyond the VARIANCE THRESHOLD, return:
- metric, variance (vs budget or prior period)
- explanation: plain-language, grounded in the data (no speculation)
- evidence_ref: the backup to attach
Respond ONLY with a valid JSON array.
VARIANCE THRESHOLD: {variance_threshold}
DATA: {owner_data}OUTPUT
[
{ "metric": "maintenance_spend", "variance": "+38% vs budget", "explanation": "Two HVAC replacements at Maple Court drove the overage; both were end-of-life units.", "evidence_ref": "WO-2231, WO-2240 invoices" }
]LLMNode 4
LLM - Draft Report
Assemble the variance notes and data into the owner template, factual and consistent.
Output: { report_sections{}, attachments[] }
You draft an owner report from data and variance notes.
Fill the REPORT TEMPLATE sections with factual summaries and the variance explanations. State facts, no spin, no recommendations unless the template asks. List attachments to include.
Respond ONLY with valid JSON.
REPORT TEMPLATE: {report_template}
DATA: {owner_data}
VARIANCES: {variance_notes}OUTPUT
{
"report_sections": {
"financial": "NOI $84.2k, 4% under budget driven by maintenance overage (see variance).",
"occupancy": "94.1%, up from 92.7% last period.",
"leasing": "6 new leases, 2 renewals, 1 notice."
},
"attachments": ["P&L", "rent roll", "WO-2231 + WO-2240 invoices"]
}DECISIONNode 5
Condition - Evidence Attached?
IF every flagged variance has its backup → send to review. ELSE → note the missing evidence for the manager.
Output: Branch: COMPLETE (review) or GAPS (note + review)
ACTIONNode 6
Flag For Review
Send the manager the drafted report with attachments to finalise and send to the owner.
Output: Owner report drafted and ready to finalise.
MVP vs Advanced — Where To Start
MVP — START HERE
- Manual run trigger
- Exported financials
- Core variance notes
- Template draft
- Manual evidence attach
- Email to manager
ADVANCED — ADD LATER
Full Video Walkthrough Coming Soon
From period close to an owner-ready report - step by step.
Register to be notifiedEverything on this page is free to learn.
When you're ready to build — do it yourself or bring us in.
OTHER AGENTS IN LEASING & MARKETING
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Portfolio Insights Agent
Flags hotspots - repeat failures, cost spikes, backlog trends
Executive Summary and What Changed Reporting Agent
Generates weekly/monthly narratives from KPIs and exceptions
Frequently asked questions
Owner Reporting Agent is an AI agent that drafts owner-ready summaries with variance explanations.
Owners ask the same questions. Reporting eats the week. The Owner Reporting Agent addresses this — it drafts owner-ready summaries with variance explanations.
No — your team stays in control. Your manager reviews and sends every owner report. The agent drafts it from the data with evidence. It removes the scramble, not the relationship.
This is 3 of 4 agents in Executive & Portfolio Operations. → · Explore all 10 departments →