Agentic Real Estate | SRAR AI Series Rung 5

Series Rung 1 Rung 2 Rung 3 Rung 4 Rung 5

// Proposed for the SRAR 2027 education calendar. Pending Business Technology Committee approval. 45 minutes on Zoom, recorded, free to members.

// Introduction

What This Class Does.

The first four rungs taught agents to onboard an AI, give it a job, connect the jobs, and put them on a trigger. This class covers the layer that arrived in force in 2025 and 2026: AI agents that do not just write, they act. They read a folder, browse for a source, draft across email and calendar, and run a multi-step task. Attendees learn the four-rung Permission Ladder that decides what an agent may do on its own, build a private brokerage intelligence layer, and watch a fictional escrow file become a task list, a seller update, a deadline flag, and calendar reminders, with approval at every act. Then they leave with a monthly audit and a 12-month plan for a solo agent, a team, and a brokerage.

// Who It Is For

Come If This Is You.

You completed rungs 2 and 4, or you run an approval-gated automation today.
You are comfortable with a CRM and a shared drive.
You lead a team, manage an office, or carry enough volume that a transaction desk would change your week.

// Outcomes

You Leave Able To.

Explain what an AI agent is (it uses tools: reads files, browses, drafts across apps, runs multi-step tasks) and how that changes the risk compared to a chatbot.
Apply the Permission Ladder: read-only, draft-only, act-with-approval, act-within-limits. Place any real estate task on the right rung.
Build a private brokerage intelligence layer: policies, forms guidance, local knowledge, approved sources, and prohibited items, in a workspace with training disabled and retention set.
Run the Transaction Desk: a fictional escrow file becomes a task list, a seller update, a contingency deadline flag, and calendar reminders, with approval at each act.
Audit it monthly (hours recovered, errors caught, permissions reviewed) and build a 12-month AI operating plan.

// What We Cover

The Eight Points.

Chatbot versus agent: the moment AI stops writing and starts doing
The Permission Ladder: read-only, draft-only, act-with-approval, act-within-limits. Nothing client-facing runs unsupervised
Building the brokerage intelligence layer: policies, forms guidance, local knowledge, and approved sources in a private workspace
Live build: the Transaction Desk. A fictional escrow file becomes a task list, a seller update, a contingency deadline flag, and calendar reminders, with approval at each step
Connecting the agent to email, calendar, and files, and what you switch off before you do
Team and brokerage deployment: roles, retention settings, training disabled, audit logs, broker supervision
The monthly AI audit: hours recovered, errors caught, permissions reviewed
The 12-month AI operating plan for a solo agent, a team, and a brokerage

// Run of Show

Forty-Five Minutes, Timed.

Clock	Segment	What happens
0:00	Cold open	Watch this. The agent opens a fictional escrow folder, reads the purchase agreement summary and the last six emails, and produces the task list with dates. Ninety seconds. Now the important part: what it was allowed to do, and what it was not.
0:03	Chatbot versus agent	A chatbot returns text. An agent uses tools: it reads files, browses for a source, drafts across email and calendar, and runs a multi-step task. Every major platform ships an agent mode now. That is why the risk changed: an agent can send, book, and move files. Hence the ladder.
0:08	The Permission Ladder	Four rungs with real estate examples. Read-only: summarize the escrow folder. Draft-only: write the seller update. Act-with-approval: put the contingency deadline on the calendar, you click yes. Act-within-limits: send the Monday showing report to the seller if nothing changed and the checklist passed. Never: sign, send offers, give legal or tax advice, contact a party about money.
0:15	The brokerage intelligence layer	What goes in: office policies, forms guidance, local knowledge with sources (HOAs, special assessment districts, school boundaries), the approved sources list, the prohibited list. Where it lives: a private workspace with training disabled and retention set. The six questions to ask any vendor: encryption, retention, training, admin controls, audit logs, data location.
0:21	Live build	The Transaction Desk. A fictional escrow with invented parties and a Sample Street address. The agent reads the folder (read-only), builds the task list keyed to the acceptance date, drafts the seller update (draft-only), flags the inspection contingency date and asks to add it to the calendar (act-with-approval), and sets the reminder. Show the log of every action it took and every approval it waited for.
0:34	Team deployment	Roles: who may run what rung. Retention and training settings. Audit log review. Broker supervision: the broker remains responsible for supervising licensed activity, and an agent running under your login is your activity. Onboarding a new agent to the same layer in one afternoon.
0:38	Audit and plan	Hours recovered times your hourly value is the number to watch. The error log. The permission review. Then the 12-month plan: Q1 rungs 1 and 2 for every agent. Q2 the listing system. Q3 one automation live with the gate on. Q4 an agent on read-only and draft-only, with one act-with-approval task earned.
0:42	Challenge and Q&A	Bring the workflow. Leave with the first move. Resource page. Questions until time.

// Live Build

Built On Screen, Not Described.

Live build: the Transaction Desk

Inputs

The five onboarding files from rung 1 and the brokerage intelligence layer built in this class
A fictional escrow folder: purchase agreement summary, six invented emails, an inspection report cover page, and the acceptance date, all labeled fictional
The Transaction Desk Job Card (below), with the permission rung stated for every step
A connected calendar in a test account

The card the room sees

AGENT JOB: Transaction Desk PERMISSIONS: Read-only on the escrow folder. Draft-only for any message. Act-with-approval for calendar entries and reminders. No sending. No signing. No contact with any party. STEP 1 (read-only): Read the folder. Summarize the transaction in ten lines: parties by role only, acceptance date, price as stated, contingencies and their day counts, open items. STEP 2 (read-only): Build the task list keyed to the acceptance date. One row per deadline: task, due date, who owns it, source document. STEP 3 (draft-only): Draft the seller update in my voice using only the folder. Label anything not in the folder MISSING. STEP 4 (act-with-approval): Propose calendar entries for each contingency deadline with a reminder two business days prior. Ask me to approve each one. Add only what I approve. STEP 5 (log): List every file you read, every draft you produced, every action you proposed, and every approval you received. NEVER: Give legal or tax advice. Interpret contract language beyond quoting it. Contact any party. Move, delete, or share any file. Act on anything outside this folder.

What comes out

A ten-line transaction summary and a dated task list, produced read-only
A seller update draft with MISSING labels where the folder was silent
Calendar proposals for each contingency deadline, approved one at a time on screen
The action log: files read, drafts produced, actions proposed, approvals received

// Take-Home Kit

What You Walk Out With.

Permission Ladder cardFour rungs, real estate examples on each, and the never list. Print it and put it next to the monitor.

Vendor questions checklistEncryption, retention, training, admin controls, audit logs, data location. Six questions to ask before any brokerage data goes in.

Transaction Desk Job Card and practice fileThe card from the live build plus the fictional escrow folder so you can run it at home without real client data.

Monthly AI audit templateHours recovered, errors caught, permissions reviewed, one page, 15 minutes a month.

12-month AI operating planThree versions: solo agent, team, brokerage. Quarter by quarter, rung by rung.

// Safeguards

The Rules That Do Not Move.

Confidentiality: escrow files contain protected information. They go only into an approved private workspace with training disabled and retention set, never into a public consumer AI.
Permissions: nothing client-facing runs unsupervised. Act-within-limits is earned after a documented month of act-with-approval with no errors, and only for low-risk sends.
No unauthorized practice of law: the agent quotes contract language and dates. It does not interpret. Legal questions go to the broker or counsel.
Broker supervision: an agent running under a licensee's login is that licensee's activity and the broker's supervisory responsibility. Audit logs exist so supervision is possible.
California DRE AI Advisory: supervision, advertising, privacy, fair housing, altered images, and legal interpretation. The Permission Ladder maps to each.
Access hygiene: before connecting an agent to email or calendar, switch off what it does not need, use a dedicated account where possible, and review the log weekly for the first month.

Every rung of the series runs the S.A.F.E. gate before anything leaves the office. Sensitive information removed. Accuracy confirmed through reliable sources. Fair housing and fiduciary responsibilities protected. Everything properly disclosed and approved.

// Format

For The Committee.

FormatZoom webinar

Duration45 minutes

Member costFree

RecordingYes, for SRAR On Demand

CE statusNon-CE

Best slotsTue to Thu, 9 or 10 AM

Instructor: Connor MacIvor, REALTOR®, CalDRE #01238257, SYNC Brokerage. 27+ years in Santa Clarita Valley real estate. 43+ years writing code. 1,000+ brokers and agents trained in AI. Former SRAR board member.

// FAQ

Questions Agents Ask.

Is this safe for a small brokerage?

Safer than what most small brokerages do now, which is agents pasting client data into free chat tools. The private layer, the permission ladder, and the audit log give the broker visibility they do not have today.

Do I need to be technical?

No. The class runs the build on screen with plain-language cards. If you can set up a shared drive folder, you can do this.

What does an agent cost to run?

Enterprise and team tiers on the major platforms are priced per seat per month. The class does not sell a platform. It gives you the six vendor questions and the permission ladder so the choice is yours.

How long until the agent runs on its own?

It does not. Act-within-limits is the ceiling, and it is earned one low-risk task at a time after a clean month of approvals. The licensee stays in command. That is the design, not a limitation.

Bring The Whole Ladder To Your Association.

Five rungs. One 45-minute class each. Built for association education calendars and brokerage training days. Email for dates.

[email protected]

Rung 4: The Supervised Automation Stack Back to the Series