2026 Edition

AI for Real Estate Agents

Field-Ready Prompts, Step-by-Step Workflows, and Simple Automations for Listings, Leads, and Follow-Up, With Fair Housing and MLS Compliance Built In

Get the free pack See the 42 workflows

Cover of AI for Real Estate Agents, 2026 Edition, by Wiley Strahan. A three-box diagram reads: facts in, draft out, licensee signs.

Facts in. Draft out. Licensee signs.

The rule behind every workflow in the book. The assistant drafts. You supply the facts, and you sign.

  1. Facts in

    Gather the facts first

    Each card lists its inputs. Verified facts only: your notes, public record, and the seller's answers checked against documents.

  2. Draft out

    Paste the brief, fill the brackets

    Every square bracket is a fact only you can supply. The assistant drafts from those and nothing else.

  3. Licensee signs

    Check it, then sign it

    Run the card's checks and the compliance step. Nothing goes out under your license until you have read every word.

Some things never go into an AI tool at all: account numbers, offer terms, lockbox codes, anything about a minor. Print the never-paste card.

Same house. Two requests.

From Chapter 2. Same assistant, same evening. Only the request changed.

Before: a prompt

What Dana typed

Write a listing description for a 3 bed 2 bath in Torrance.

What came back

Welcome home to this charming 3 bedroom, 2 bath gem in highly desirable Torrance! This stunning property boasts an updated kitchen, spacious living areas, and a bonus ADU. Enjoy the serene backyard oasis and endless possibilities. Schedule your private showing today!

Could describe any house. Nothing a buyer can check.

After: a six-part brief

What Dana typed

ROLE: Helping a licensed agent write MLS remarks. Use only facts I give you; ask instead of guessing.
FACTS: [verified feature list: three bedrooms, two baths, single level; oak hardwood under the carpet in three bedrooms; gas range; tile counters; roof replaced per seller invoice; detached garage converted to a studio ADU, permit finaled; fenced yard; lemon tree]
AUDIENCE: Buyers and buyer's agents in this price band who have seen many listings this week.
VOICE: [three of my past descriptions, pasted]
RULES: No adjective without a fact. Nothing about who should live here. Square footage per public record only. Under [N] characters.
FORMAT: MLS remarks, no line breaks. Then list every fact used and its source.

What came back

Three bedrooms and two baths on a single level. Original oak hardwood under the carpet in all three bedrooms (seen at the closet corners; hall not checked). Gas range and tile counters. Roof replaced per the seller's contractor invoice, available on request. Detached garage converted to a studio ADU under a city permit, finaled; copy in the disclosure package. Fenced yard with a mature lemon tree. Square footage per public record; buyer to verify.

Every sentence traceable to an input. Nothing to walk back.

Run the Fair Housing scrub.

Assistants learned to write listings from decades of listings, steering phrases included. Every card in the book ends with a compliance check.

Draft

Perfect for young families! A charming single-level home in an established neighborhood, walking distance to St. Mark's, on a safe, quiet neighborhood street. Original oak hardwood, a gas range, and a permitted studio ADU.

Phrases, reasons and rewrites are from Appendix B. A rewrite is only usable if it is true of the property; the clean copy cuts where it isn't. The scrub is a second reader, not a signature.

  1. 1 “Perfect for young families”

    Expresses a preference about who should buy. Familial status is protected, and "young" adds age in California.

    Book rewrite: Three bedrooms, fenced backyard, laundry room

  2. 2 “Established neighborhood”

    Reads as "the people here have been here a long time," which is a statement about the residents, not the house.

    Book rewrite: Homes on this block date from the 1950s per assessor records

  3. 3 “Walking distance to St. Mark's”

    Names a church. A reader can take it as a signal about religion whether or not you meant one.

    Book rewrite: Cut. Describe the property, not the institution.

  4. 4 “Safe, quiet neighborhood”

    "Safe" invites the reader to guess who makes it safe, and the guess is usually about race or class.

    Book rewrite: Cul-de-sac lot, no through traffic

42 workflows, one card each.

The work that eats an agent's week, by part. Open a card to see when you'd use it.

Part I. Foundations

The method, the brief, your assistant's memory of how you work, and the rules that keep you licensed.

  • WC-01.1The 20-minute weekly time auditabout 20 min

    When: You are starting this book, or starting a new quarter, and you need a ranked list of the ten tasks that eat your week before you decide what to automate, what to draft with AI, and what to keep.

  • WC-02.1Rewrite a bad prompt as a six-part briefabout 10 min

    When: A request you typed into the assistant came back generic, wrong, or not in your voice, and you want to rebuild it so it works next time instead of trying different words.

  • WC-02.2The self-check passabout 5 min

    When: You have a draft from any brief (or one you wrote yourself) and need to know, before it goes anywhere, which claims in it your inputs actually support.

  • WC-03.1Build a voice file from ten writing samplesabout 25 min

    When: You have never written down how you write, and every draft the assistant produces sounds like someone else.

  • WC-03.2Load and test standing instructions on one real taskabout 20 min

    When: You have filled in the standing instructions block (T-03.1) and the voice file (WC-03.1) and need to prove they work before you rely on them.

  • WC-04.1Fair Housing scrub pass on one past listingabout 15 min

    When: You have a listing description, flyer, post, or email that is already public (or about to be), and it has not been through a Fair Housing scrub by you.

  • WC-04.2Altered-photo disclosure: label, caption, and original-image handlingabout 20 min per listing

    When: A listing photo was virtually staged, decluttered, or otherwise changed by editing software or AI, and it is going to the MLS, a portal, a flyer, or social media.

Part II. Listings

Listing copy in your voice, pricing conversations, and the listing launch.

  • WC-05.1Walkthrough voice memo to verified feature listabout 15 min

    When: You have walked the property, recorded a voice memo, received the seller questionnaire, and pulled the public record and permit history, and you need one feature list with a source on every line.

  • WC-05.2One brief, four outputsabout 20 min

    When: You have a verified feature list for a listing and need MLS remarks, portal copy, a one-page flyer, and a social post, all saying the same true things in your voice.

  • WC-05.3Refresh stale listing copy after a price change or 30 daysabout 10 min

    When: The price changed, a repair or improvement was completed, new photos were shot, or the listing has been on market long enough that the copy is working against it, and you need a rewrite that leads with what is different now.

  • WC-05.4Agent remarks and showing instructionsabout 5 min

    When: The public remarks are done and you need the member-only agent remarks (also called private or confidential remarks) with showing logistics and nothing that could be used against your seller.

  • WC-06.1Comp grid to plain-English pricing narrativeabout 20 min

    When: You have chosen and adjusted your comps for a listing appointment and need a one-page narrative a seller can follow: headline number, three comps explained, two risks, recommendation.

  • WC-06.2Appointment notes to personalized follow-up emailabout 10 min

    When: You have just left a listing appointment and want a follow-up email in the seller's inbox within two hours that references what the seller actually said.

  • WC-06.3Price-reduction conversation prep from showing feedbackabout 25 min

    When: A listing has been active for your review interval (thirty days is the book's default) without an acceptable offer, and you need a review email and a conversation script built from showing data.

  • WC-07.114-day launch calendar generatorabout 15 min

    When: You have a go-live date, a verified feature list, and captioned photos, and you need a day-by-day plan for the first two weeks: what posts, where, and who approves it.

  • WC-07.2Open house sign-ins to same-day follow-upabout 20 min

    When: The open house just ended, you have a sign-in sheet with names, numbers, and a "why did you come today" answer, and you want every visitor to hear from you before six, plus a feedback summary for the seller tonight.

  • WC-07.3Showing feedback to weekly seller updateabout 10 min

    When: It is your seller-update day, you have this week's activity numbers and showing feedback in front of you, and you want a four-paragraph email the seller can read in one minute that is honest about where the listing stands.

  • WC-07.4Listing photo set to labeled, compliant captionsabout 15 min

    When: The photo set is back, you have decided which images are edited and how (Figure 7.1), and every altered image needs a correct label on every channel before a single photo is uploaded.

Part III. Buyers, Leads, and Your Database

Buyer work, speed to lead, follow-up that happens, and the content that keeps your sphere warm.

  • WC-08.1Buyer consult prep from intake formabout 15 min

    When: A buyer has returned your intake form and you have a consultation booked; you need an agenda, the open questions the form left, and a plain-English explanation of the written buyer agreement.

  • WC-08.2Verified listing data to tour briefabout 10 min for a five-house tour

    When: You have a tour scheduled and want one page per property, same layout every time, built from listing facts you have checked, printed before you leave.

  • WC-08.3HOA or inspection document summary with question listabout 20 min per document

    When: A buyer has received an HOA package, an inspection report, or a preliminary title report, the contingency clock is running, and you need a first-pass summary and the questions to send to the right professional.

  • WC-08.4Multiple-offer comparison summary for sellersabout 15 min

    When: You are the listing agent, more than one offer has arrived by the deadline, and the seller needs a side-by-side summary of terms before the review call.

  • WC-09.1Lead source to first response (five versions)about 30 min, once

    When: You want a first-response template for each lead source, in your voice, ready to be filled in and sent within minutes of a lead arriving.

  • WC-09.2Build a 12-touch nurture sequence in your voiceabout 60 min, once

    When: You want a year-long follow-up sequence for new leads, written once, where every touch has a stated reason to exist and the facts that change per lead are left as fill-in fields.

  • WC-09.3Old-lead reactivation batch (twenty drafts, reviewed)about 45 min per batch

    When: You have a list of contacts who went quiet and want twenty personalized reactivation messages, each with a real reason to reach out, drafted at once and read by you before any goes out.

  • WC-09.4Weekly follow-up review: who went quiet, what to sendabout 15 min, weekly

    When: It is Friday and you want to know which leads waited too long this week, which contacts have had no touch in your window, and which replies you never answered, with one draft ready for each.

  • WC-10.1MLS stats to market updateabout 15 min

    When: It is the first of the month, you have pulled your MLS statistics report, and you need a plain-English market update in your voice that uses only your numbers.

  • WC-10.2Repurpose one idea into five formatsabout 20 min

    When: You have a checked market update (WC-10.1) and need the same facts as a newsletter section, a social post, a short video script, an email to past clients, and a text.

  • WC-10.3Monthly farm letter from one local factabout 15 min

    When: Your monthly farm mailing is due and you have one useful, verifiable fact about the neighborhood (a permit, a recorded sale, a city notice, the month's numbers for those streets).

  • WC-10.4Review request after close, and referral ask at 90 daysabout 10 min per closing

    When: A transaction closed a few days ago and the client has keys, or a closing hit the 90-day mark and the relationship can carry a referral ask.

Part IV. Operations and Automation

Transactions without dropped balls, the first five automations, bots with adult supervision, and a dated map of the tools.

  • WC-11.1Contract dates to draft timeline, with verification tableabout 20 min, most of it your counting

    When: An offer was accepted and you need every contract deadline in one table, with the clause behind each one, before the end of day 1.

  • WC-11.2Milestone update email, personalized per fileabout 5 min per stage

    When: An escrow is about to reach one of the eight milestones and the client is due an update: what happened, what is next, what you need, and when they will hear from you again.

  • WC-11.3Closing to 12-month follow-up planabout 15 min, plus the thank-you you write yourself

    When: The file has recorded, the keys are delivered, and you want the next twelve months of contact scheduled before you forget this client's name.

  • WC-12.1Starter automation 1: new lead alert and draft replyabout 60 min to build, 2 min per lead to approve

    When: A new lead record is created in your CRM or a new lead email lands from a portal, at any hour.

  • WC-12.2Starter automation 2: open house sign-in to follow-up draftabout 45 min to build, 1 min per visitor to approve

    When: A new row appears on the open house sign-in sheet (a form, a tablet app, or a spreadsheet you fill from the paper sheet after the event).

  • WC-12.3Starter automation 3: closing date to anniversary remindersabout 45 min to build, 2 min per note to approve

    When: A closing date is entered or updated on a deal record in your CRM (or on your transaction sheet).

  • WC-12.4Starter automation 4: review request after closeabout 30 min to build, 2 min per request to approve

    When: A deal is marked closed in your CRM, and a set number of days has passed (this book suggests about two weeks, so the client has moved in or moved on).

  • WC-12.5Starter automation 5: weekly seller update draftabout 60 min to build, 5 min per listing to approve

    When: A schedule: every Monday at a set hour, for every listing marked active in your CRM or listing sheet.

  • WC-13.1Build and script an inbound receptionist from the verified fact sheetabout 45 min

    When: Your broker has said yes in writing, you have a verified fact sheet for every listing the bot may discuss, and you need an inbound script in the format your voice platform accepts.

  • WC-13.2Run the 20-call test and score itabout 2 hours for twenty calls, plus fixes

    When: The receptionist script from WC-13.1 is loaded on a private test number, and nobody outside your office has called it yet.

  • WC-14.1Score your current stack and make a keep, cut, or try listabout 30 min

    When: You pay for more than one AI-related tool and are not sure which earn their keep, or a new pitch has landed and you want to decide with evidence.

Part V. Make It Stick

The thirty-day rollout and the time log that proves it worked.

  • WC-15.1Day-30 time log reviewabout 25 min

    When: It is day 30 (or the end of a quarter), the second time audit worksheet is filled in, and you need an honest comparison with the Chapter 1 baseline and a decision about what to build next.

Pages from the book.

Free, no signup

The Agent Brief Pack.

Everything in the pack is printed in the book: 42 workflow cards, 34 templates, and 14 prompts. The pack exists because a paperback does not copy and paste.

What's in the pack
  • Every workflow card brief, facts stripped. All forty-two WC briefs, with the Facts section replaced by a placeholder that says what to paste and every fill-in field marked in square brackets. Filed by chapter, named to match the cards.
  • Every template (T) and prompt (P). The fill-in pages and the short standalone prompts, each as its own file, in the order they appear in the book.
  • The voice file builder. WC-03.1 and P-03.1 together in one file, so you can build the voice file without flipping between chapters.
  • The standing instructions block. T-03.1, with the compliance section from Chapter 4 pre-filled and the state and MLS lines left blank for Appendix G.
  • The Fair Housing scrub prompt. P-04.1, plus the phrase review list from Appendix B as a separate file you can paste into the prompt.
  • The pre-publish checklist. T-04.1 and Appendix C, as a one-page PDF sized to print and tape up.
  • The 30-day tracker. T-15.1, the week-by-week checklist from Chapter 15.
  • The time log sheet. T-01.1 and T-15.2, the Chapter 1 worksheet and the day-30 version, side by side.
  • The never-paste card. T-04.4, one page.

Version .

What changed

When a rule changes or a product renames a feature, the pack is updated here and its version date changes. Compare it with the version date on the first page of your copy of the pack.

About the author

Wiley Strahan is a California real estate licensee, a multifamily investor, and an operator who spent fifteen years in supply chain and logistics turning messy, repetitive work into processes other people could run. He led a heavy and bulky delivery business for a global shipping company, with a contracted network of delivery crews across North America, and before that he led the integration of a half-billion-dollar acquisition. He is a Lean Six Sigma Black Belt and holds an MBA from USC's Marshall School of Business.

Today he builds AI automations for small businesses, invests in supply chain and logistics startups, and buys and renovates small apartment buildings in Long Beach and the South Bay. The real estate license started as a way to understand his own transactions. The book started when he noticed how much of an agent's week is the same ten tasks, done by hand.

He is also the author of The Last-Mile Operator's Playbook and Supply Chain Careers: The Field Guide, and the founder of AISCHub.com, an education platform on artificial intelligence in supply chain.

He lives in Rancho Palos Verdes, California, with his wife and their dogs.