AGENT
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.
Full Series
Rung 1: The AI Reality Check
Rung 2: From Chatbot to Workflow
Rung 3: From Workflow to System
Rung 4: The Supervised Automation Stack
Rung 5: Agentic Real Estate
TL;DR SUMMARY
- One prompt at a time breaks the moment a second listing comes in. The failure mode is drift.
- The Property Fact Sheet is the single verified source every output must cite. Missing means MISSING, never a guess.
- Ten Job Cards chain off one sheet: MLS remarks, social, sphere email, open house plan, and more.
- A separate Critique Job checks every output for fair housing and accuracy before publishing.
- Change one fact, re-run, and every output updates. No retyping, no drift.
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.
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.
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.
Built On Screen, Not Described.
The Listing Launch System
Inputs: the five onboarding files from rung 1, a fictional Property Fact Sheet for a Valencia single-family home, ten Job Cards each inheriting the rung 2 stop rules, and the Critique Job Card with its rule list.
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, and the workspace layout for the next listing.
The ten Job Cards, one line each
| # | Output | Extra stop rule |
|---|---|---|
| 1 | MLS remarks | Your MLS remark rules, quoted in the card. |
| 2 | Public remarks | No superlatives without a sheet fact. |
| 3 | Social captions x3 | No school quality. No neighborhood character claims. |
| 4 | Sphere email | Brokerage identification in the signature. |
| 5 | Just-listed text | Only to contacts with consent on file. |
| 6 | Open house plan | Questions never touch protected characteristics. |
| 7 | Buyer-agent FAQ | No commentary on price or seller motivation. |
| 8 | Neighborhood one-pager | No demographic language. Distances, not judgments. |
| 9 | Seller weekly update template | Never invents feedback. MISSING if none. |
| 10 | Photo caption set | Alteration label where the sheet says altered or staged. |
The Critique Job
A separate job. It reads, it reports, it never rewrites. Run it after every chain run and after every sheet change.
Checks each output for: any fact not on the sheet, any superlative with no sheet fact behind it, fair housing language (protected-class language, steering phrases, school quality claims, neighborhood character claims about people), price or motivation commentary, missing brokerage identification, missing alteration labels, and MLS remark rule violations.
Phrases the critique flags: "perfect for families," "ideal for young professionals," "safe neighborhood," "exclusive," "walking distance to church," "no kids," "adults only," "traditional neighborhood," "best schools," "top-rated," "stunning," "must see," "motivated seller," "priced to sell," "bring all offers," "will not last."
Output: a table, columns: output number, quoted phrase, rule broken, suggested fix. If the fix is a missing fact, the answer is FIX THE SHEET, not the output.
Under Thirty Minutes A Day.
- Day 1: build the fact sheet for a past listing, with sources.
- Day 2: write three cards: MLS remarks, sphere email, just-listed text.
- Day 3: run them. Check the same fact in all three.
- Day 4: add the remaining seven cards.
- Day 5: run the Critique Job. Fix the sheet, not the outputs.
- Day 6: change one fact. Re-run. Confirm every output updated.
- Day 7: store the system as a template. Document it for one other person.
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.
Questions Agents Ask.
AGENT
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.
AGENT
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.
AGENT
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.
THE RUNG 3 DECK
See The Slides.
The complete rung 3 slide deck lives on connorwithhonor.com. Open it in a new tab.
Open the rung 3 deckResources To Keep Working.
FULL CLASS OUTLINE
Rung 3 class page
Run of show, format, and instructor details on connorwithhonor.com.
Open the class pagePRINTABLE
Rung 3 take-home kit
The same kit content above, formatted for printing.
Open the printable kitPREVIOUS RUNG
Rung 2: From Chatbot to Workflow
The five-part AI Job Card this class builds on.
Open Rung 2NEXT RUNG
Rung 4: The Supervised Automation Stack
Put the systems you run by hand on a trigger, with you as the gate.
Open Rung 4BRING THE WORKFLOW. LEAVE WITH THE FIRST MOVE.
Book a free 30-minute AI architecture conversation.
Connor will send a short questionnaire before the call. Bring the task that repeats, the process that stalls, the system that leaks money, or the online identity that refuses to line up. The answer may be automation, coaching, a Meta campaign, MachineFound, a private brokerage system, a better template, or deleting a broken step. The diagnosis comes first.
When appropriate, Connor is comfortable discussing a mutual NDA before reviewing proprietary workflows or business ideas.
SCAN WITH YOUR PHONEBOOKWITHHONOR.COM
Connor MacIvor · AI Architect · CalDRE #01238257 · SYNC Brokerage · SantaClaritaArtificialIntelligence.com
Educational information only. Not legal, financial, tax, cybersecurity, fair-housing, or transaction-specific advice. Verify requirements with the responsible broker and qualified professionals. Class date: TBD, pending SRAR Business Technology Committee.