Guide shop / Real estate operations

Choose the real-estate job before choosing the AI.

One route for Realtors, appraisers, property managers, mortgage operators, and new-home teams—organized by the work, evidence, and human authority each role actually needs.

Open the route mapChoose a role

Short answer: “AI for real estate” is too broad. Name the role and the exact preparation job, open the matching manual, use only approved sources and systems, and keep every licensed, housing, valuation, credit, safety, money, message, and account decision with the authorized human.

This is a routing hub, not a universal compliance manualBrokerage, appraisal, lending, housing, advertising, privacy, disclosure, recordkeeping, licensing, and property rules vary by role, organization, program, state, and facts. Each specialist manual narrows the sources and approval boundary.

Choose the route by role

Realtors

Leads, listings, follow-up, proof, and fair-housing review

Prepare the relationship and marketing work while licensed humans control claims, recipients, representation, and send.

Open Realtor guide →Appraisers

Valuation intake, source control, discrepancies, and report QA

Build the evidence desk while the appraiser retains comparable selection, adjustments, reconciliation, opinion, certification, and signature.

Open appraiser workflow →Property & associations

Residents, work orders, inspections, vendors, budgets, and incidents

Prepare evidence-complete handoffs while humans control housing rights, safety, access, legal meaning, vendors, money, and messages.

Open property workflow →Mortgage

Document intake, follow-up, milestones, and disclosure preparation

Organize the file while authorized humans retain credit, pricing, underwriting, disclosure, and adverse-action decisions.

Open mortgage workflow →New-home sales

Verified builder/community evidence and appointment preparation

Prepare the appointment without inventing inventory, availability, rates, incentives, specifications, or builder claims.

Open new-home guide →

Choose the route by task

Plan the businessBuyer focus, activity math, weekly operating rhythm, review, and proof.Business Plan Builder
Prepare follow-upOrganize relationship context and draft messages for manual review and send.Follow-Up Field Kit
Prepare an appointmentQuestions, verified facts, evidence, boundaries, and handoff notes.Appointment Prep Kit
Build a local guideSource-backed local information, claim review, sponsor separation, and publication approval.Local Guide Builder
Run a relationship deskPriorities, drafts, prep, receipts, and human-controlled next actions.Realtor Hub

The shared real-estate evidence loop

01

Name role, authority, jurisdiction, and job

Record the organization/license context, people affected, transaction or property stage, approved systems, reviewer, and exact output.

Output: bounded job card
02

Separate sources from summaries

Preserve official, governing, property, participant, professional, vendor, and internal records with dates, scope, conflicts, and privacy class.

Output: source and evidence ledger
03

Let AI prepare one artifact

Use approved inputs to draft a checklist, comparison, missing-information list, explanation, plan, QA report, or handoff packet.

Output: visibly marked draft
04

Route consequential decisions

Valuation, credit, housing, representation, disclosure, safety, access, legal, vendor, money, and communication decisions go to their authorized reviewer.

Output: specialist review record
05

Bind exact approval and proof

Name the exact recipient, claim, scope, amount, action, payload version, expiry, rollback, and receipt required. Stop before the external action.

Output: approval-ready packet

What AI can and cannot own

AI may prepare

  • research and source tables from approved material
  • checklists, comparisons, discrepancy flags, and missing fields
  • draft explanations, plans, messages, and handoff packets
  • calculations using supplied verified inputs
  • QA reports, review queues, and approval packets

Authorized humans retain

  • representation, valuation, credit, housing, legal, safety, and compliance decisions
  • property access, inspections, vendor engagement, contracts, and payment
  • claims about inventory, price, rates, incentives, availability, property, or outcomes
  • recipient selection, messages, appointments, MLS/CRM/portal writes, publication, and deployment

Three operating levels

LevelUse AI forRequired control
Beginnerone checklist, one source ledger, one reviewed draftno private data; manual copy; named reviewer
Intermediaterepeatable intake, templates, QA, internal links, and evidence statesapproved systems, role permissions, versioning, and sampling
Advancedbounded agents for preparation, monitoring, and exception queuesleast privilege, immutable logs, approval receipts, rollback, and no hidden external actions

Use this routing prompt

Act as a real-estate workflow router, not a broker, appraiser, lender, housing provider, property authority, lawyer, inspector, builder, regulator, sender, or account operator.

Using only the supplied nonrestricted context, identify the role, organization/license context, jurisdiction, exact job, people affected, property/transaction stage, approved systems, evidence needed, consequential decisions, and qualified reviewers. Recommend the smallest matching StackPilot route and one useful artifact.

Do not invent property facts, inventory, availability, comparable data, pricing, rates, incentives, licensing, authority, reviews, proof, or outcomes. Do not access MLS, CRM, loan, resident, property, or builder systems. Do not send, schedule, publish, deploy, file, sign, pay, purchase, grant access, or change an account. Stop at approval_ready.

Open one route. Finish one reviewed artifact.

The guide shop is successful when it sends the operator to the right specialist manual—not when it adds another vague “AI for real estate” list.

Download the route mapSearch real-estate guides