From Workflow to System | SRAR AI Series Rung 3

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.

Rung 2 taught agents to give the AI one job. This class connects the jobs. Attendees build a Property Fact Sheet, the single verified source of truth for a listing, then chain Job Cards so that one sheet produces every output a listing launch needs. A separate critique job checks the outputs for fair housing and accuracy before anything is published. Change one fact, re-run, and every output updates. No retyping, no drift.

// Who It Is For

Come If This Is You.

You completed rung 2, or you have built and run at least one AI Job Card on your own.
You take listings, or you support an agent who does (transaction coordinators and marketing assistants welcome).
You have retyped the same square footage into five places and gotten it wrong once.

// Outcomes

You Leave Able To.

Build a Property Fact Sheet: one verified source for a listing with facts, sources, approved photos, disclosure status, and an explicit UNKNOWN list.
Chain Job Cards into a Listing Launch System that produces ten outputs from that one sheet.
Run a fair housing and accuracy critique as its own job, before anything is published.
Change one fact and regenerate every output in minutes, without retyping.
Store the system in a workspace so it runs the same way for the next listing and the next person on your team.

// What We Cover

The Eight Points.

Why one prompt at a time breaks the moment a second listing comes in: drift, retyping, and the wrong fact in the wrong place
The Property Fact Sheet: the single verified source every output must cite, with a source next to every fact
Chaining Job Cards: MLS remarks, public remarks, three social captions, sphere email, just-listed text, open house plan, buyer-agent FAQ, and a neighborhood one-pager
Live build: fact sheet in, ten outputs out, in under 15 minutes
The Critique Job: the AI checks its own outputs against a fair housing and accuracy rule list
Version control for humans: change the fact sheet, re-run, every output updates
Photos, virtual staging, and altered images: what must be disclosed and how to label it
Storing the system so it survives to the next listing and the next agent on your team

// Run of Show

Forty-Five Minutes, Timed.

Clock	Segment	What happens
0:00	Cold open	Second listing of the month. You typed the square footage five times. Four were right. The one that was wrong went on the flyer. Prompt-at-a-time has a failure mode and its name is drift.
0:03	Rung 2 in 60 seconds	One Job Card, one job. Today: many cards, one source. The source is the whole idea.
0:07	The Property Fact Sheet	Sections: verified facts with a source next to each (tax record, MLS, seller disclosure, measurement), approved photos with alteration status, disclosure status, seller-approved talking points, and the UNKNOWN list. The rule: an output may only use what is on the sheet. Missing means the word MISSING, not a guess.
0:14	The chain	One diagram: fact sheet, ten Job Cards, ten outputs, the Critique Job, the S.A.F.E. gate, publish. Every card inherits the five files from rung 1 and the stop rules from rung 2. Nothing is retyped. Everything cites the sheet.
0:19	Live build	A fictional Valencia listing, labeled fictional on every slide. Fact sheet in. Ten outputs out: MLS remarks, public remarks, three social captions, sphere email, just-listed text, open house plan, buyer-agent FAQ, neighborhood one-pager. Side by side on screen. Point at the same fact appearing identically in all ten.
0:33	The Critique Job	Run the ten outputs through a rule list: fair housing terms and steering, unsupported superlatives, facts not on the sheet, missing brokerage identification. Watch it catch the planted line: walking distance to the best schools. Steering and unsupported in one sentence. Fix the sheet, not the output.
0:38	Change one fact	The appraiser's square footage comes in. Change one number on the sheet. Re-run. All ten update. Then the workspace: where the system lives so the next listing starts at minute zero.
0:41	Challenge and Q&A	Seven-day challenge. Resource page. Questions until time.

// Live Build

Built On Screen, Not Described.

Live build: the Listing Launch System

Inputs

The five onboarding files from rung 1
A fictional Property Fact Sheet: a Valencia single-family home with invented facts (4 bed, 2.5 bath, 2,140 square feet per fictional tax record, built 1998, HOA and Mello-Roos status listed with fictional sources), a photo list with alteration status, disclosure status, and an UNKNOWN list
Ten Job Cards, one per output, each inheriting the stop rules from rung 2
The Critique Job Card with its rule list

The card the room sees

JOB: Listing Launch (chain) SOURCE OF TRUTH: The Property Fact Sheet pasted below. No output may state a fact that is not on the sheet. If a fact is missing, write MISSING. OUTPUTS, IN ORDER: 1. MLS remarks (per my MLS's remark rules, no contact info, no offers of compensation). 2. Public remarks. 3. Three social captions (short, medium, long). 4. Sphere email. 5. Just-listed text under 60 words. 6. Open house plan with a visitor question list. 7. Buyer-agent FAQ (showing instructions, offer logistics, HOA and disclosure availability). 8. Neighborhood one-pager using only sheet facts and sourced links. 9. Seller weekly update template. 10. Photo caption set with alteration labels where the sheet says altered or virtually staged. THEN RUN: Critique Job on all ten. Return a table: output number, issue, rule broken, suggested fix. STOP RULES: No superlatives without a sheet fact behind them. No school quality claims. No neighborhood demographic language. No price or motivation commentary. Brokerage name and license identification appear where my advertising rules require it. Nothing publishes without my review.

What comes out

Ten outputs, generated in sequence, all citing the same sheet
A critique table with the planted steering line caught and the fix pointed at the sheet
A second full run after one fact changes, showing all ten outputs updated
The workspace layout: files, fact sheet, cards, and a naming convention for the next listing

// Take-Home Kit

What You Walk Out With.

Property Fact Sheet templateFacts with sources, photos with alteration status, disclosure status, seller-approved talking points, UNKNOWN list.

Ten Job CardsOne per output, pre-written to inherit your five files and the rung 2 stop rules.

Critique Job CardThe fair housing and accuracy rule list, ready to run against any listing output.

Workspace setup checklistHow to store the system in a project or custom assistant on any major platform so the next listing starts at minute zero.

Seven-day challengeDay 1 build the fact sheet for a past listing. Day 2 write three cards. Day 3 run them. Day 4 add the rest. Day 5 run the Critique Job. Day 6 change a fact and re-run. Day 7 store the system and document it for one other person.

// Safeguards

The Rules That Do Not Move.

MLS remark rules: public remarks follow your MLS's rules on contact information, compensation, and prohibited content. The Job Card carries the rule and the critique checks it.
Fair housing advertising: no steering, no protected-class language, no school quality claims dressed up as amenities. HUD advertising guidance is the word list the Critique Job uses.
Altered images: virtual staging, sky replacement, and object removal are labeled on the fact sheet and disclosed in the caption set. The DRE AI Advisory covers altered images. Your MLS may have its own rule.
Copyright: listing photos belong to the photographer unless the license says otherwise. The sheet records the license.
Advertising identification: brokerage name and license identification appear where California advertising rules require them, including first point of contact materials.
Confidentiality: the seller's disclosures and private communications do not go into a public consumer AI. The fact sheet carries what the seller approved for marketing, nothing else.

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.

I do not take many listings. Is this still useful?

Yes. The same pattern runs a buyer tour packet, a rental listing, or a team's weekly market update. The listing launch is the teaching example because every agent understands it.

What if my brokerage supplies the marketing?

Bring the brokerage's templates. The system feeds them. The fact sheet still saves the retyping and the critique still catches the fair housing miss before it ships.

Does this replace my marketing person?

No. It gives your marketing person a verified sheet and ten clean first drafts instead of a text message with three facts and a typo.

Which platform runs the chain best?

Any platform with a project or workspace feature runs it. The class shows one and names the equivalents on the others.

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 2: From Chatbot to Workflow Rung 4: The Supervised Automation Stack