Expert AI Labs
Built for residential brokerages, GCs, property managers, and developers

AI for the people building, selling, and managing buildings.

Residential brokerage, general contracting, property management, development. We build the intake, document, and follow-up workflows that match how your business actually closes deals.

29 named workflow automations across brokerage, GC, property management, and development

What you're actually dealing with

The work that's eating your team

You know what's broken. Here are the parts the system can run without you.

Speed-to-lead determines conversion

9-21x lift in conversion from responding within 5 minutes vs 30+ minutes. Most brokerages take 30+. AI responds in 90 seconds.

Coordination across 30+ external parties

Subs, vendors, lenders, inspectors, designers, brokers, residents. The job is orchestration. AI is purpose-built for orchestration.

Document collection eats project margin

GCs spend a quarter of PM time chasing documents. Developers spend principal time chasing reports from consultants. AI chases on schedule and surfaces only stuck items.

Maintenance request triage is the resident-experience driver

How fast a maintenance request gets dispatched determines retention more than rent. AI dispatches in 60 seconds.

Investor + owner reporting is calendar-driven and labor-intensive

Monthly owner statements, quarterly LP letters, weekly construction updates. AI drafts on cadence; principal edits.

Insurance / COI / license expirations creep up

Subs go uninsured. Property licenses lapse. AI tracks every expiration and re-requests on schedule.

23 named workflows ยท 5 groups

What we run for real estate & construction teams

Named workflows, not categories. Expand a group to see exactly what each one does and where it slots into your stack.

Lead capture & conversion

4 workflows

Closing the gap between lead generation and lead engagement.

  • Lead intake & 5-minute speed-to-lead

    Live

    Inbound lead from any channel triggers a qualifying SMS within 90 seconds. Response routes the lead to the right agent / leasing agent / sales rep with full context.

    NervousBrainHandsLead webhook
  • Lead routing to agent

    Live

    Routes qualified leads to the right agent based on geography, property type, capacity, and active engagement level. Round-robin within tier where appropriate.

    BrainMemoryLead qualified
  • Leasing inquiry pipeline

    Live

    Property management: inbound rental inquiries get qualified, toured (self-guided where supported), application-collected, screened, all within hours.

    BrainHandsLeasing inquiry webhook
  • Long-term nurture sequences

    Live

    Not-yet-ready leads (3-12 months out) enter a structured nurture cadence with property updates, market reports, and check-ins until they're ready.

    NervousBrainHandsLead classified 'not yet'

Transaction & project coordination

5 workflows

Live tracking of every milestone and external dependency.

  • Transaction coordination orchestrator

    Live

    Brokerage: contract-to-close milestones tracked from email + DocuSign + lender activity. Reminders to clients + agents on inspection contingencies, earnest money, closing prep.

    BrainMemoryHandsContract executed
  • Project document orchestrator

    Live

    GC / developer: inbound documents from consultants/subs/designers auto-filed against the right project + phase + responsible party. Missing items flagged.

    BrainMemoryEyesDocument received
  • RFI tracker & router

    Live

    GC: inbound RFI parsed, routed to the right sub, tracked through resolution with deadline and escalation.

    BrainMemoryHandsRFI submitted
  • Submittal log automator

    Live

    GC: submittal log maintained automatically from email + project document inbox; flags overdue submittals; routes received submittals for review.

    BrainMemorySubmittal received
  • Closing prep sequence

    Live

    Brokerage: 14-day-out, 7-day, 3-day, 1-day reminders to all parties (buyer, seller, lender, title, agents) with party-specific actions and document collection.

    NervousHandsClosing scheduled

Property & maintenance operations

4 workflows

The 24/7 layer behind every resident interaction.

  • Maintenance request triage & dispatch

    Live

    Inbound request โ†’ AI classifies emergency vs standard, identifies right vendor, sends dispatch with property/unit/access + resident contact, coordinates scheduling, follows up after.

    BrainMemoryHandsMaintenance request webhook60-80% dispatch latency reduction
  • Vendor performance tracker

    Live

    Tracks per-vendor response time, completion rate, resident-satisfaction signals. Surfaces underperforming vendors for review.

    MemoryHandsWork order completed
  • Insurance / COI tracker

    Live

    Tracks every vendor + sub COI expiration; auto-requests renewals 30/15/7 days out; flags lapsed coverage.

    NervousMemoryHandsDaily cron
  • Move-in / move-out coordinator

    Live

    Property mgmt: orchestrates move-in/move-out sequence (key handoff, walkthrough, condition documentation, deposit return).

    BrainHandsMove date scheduled

Financial operations

4 workflows

Rent collection, draws, payment apps, and reporting on cadence.

  • Rent collection orchestrator

    Live

    Property mgmt: rent reminders, late notices, payment plan negotiations, escalation to delinquency. Per-state rule library.

    NervousBrainHandsMonthly cron
  • Payment app reconciler

    Live

    GC: payment app received โ†’ reconciled against schedule of values + retention + completion percentage; variances flagged for PM review.

    BrainMemoryEyesPayment app received
  • Draw package assembler

    Live

    Developer: assembles draw package from GC payment apps + lender requirements + project budget; queues for principal review.

    BrainMemoryDraw cycle event
  • Owner monthly report generator

    Live

    Property mgmt: monthly owner statements with rent collection, expenses, vacancy, maintenance summary, and net distribution.

    BrainMemoryHandsMonth-end cron

Pipeline, bid, and document automation

6 workflows

Sales pipeline + bid response + closeout document handling.

  • Bid invitation triage

    Live

    GC: inbound bid invitations classified by fit, scored, queued for estimator review with summary of scope + delivery date + competition.

    BrainMemoryBid invitation received
  • Buyer-rep agreement generator

    Live

    Brokerage: from buyer profile + chosen agent, generates buyer-representation agreement with the brokerage's preferred terms.

    BrainHandsBuyer engaged
  • Closeout document collection

    Live

    GC: project approaching substantial completion โ†’ closeout package per sub generated, requests sent, follow-ups orchestrated, received items filed.

    BrainNervousHandsProject status flag200-400 PM hours/year saved
  • LP / investor report generator

    Live

    Developer: quarterly LP letter drafted from per-asset status + financials + market commentary; queued for principal review.

    BrainMemoryQuarter-end + 10d cron
  • Entitlement deadline tracker

    Live

    Developer: tracks every entitlement deadline (permit, hearing, public comment, condition) with assigned owner and escalation.

    NervousMemoryDaily cron
  • Project pipeline dashboard

    Live

    Live view of every project's phase, milestones, capital committed, returns to date.

    MemoryHandsDaily refresh
Phased rollout

What the first 6 months look like

We ship in phases, each with a measurable success criterion before the next phase begins.

1

Weeks 1-4

Foundation: lead capture + maintenance request triage

  • Lead intake + speed-to-lead live
  • Lead routing to agents live
  • Maintenance request triage + dispatch live

By end of Phase 1, no lead waits more than 90 seconds for first contact and no maintenance request waits more than 60 seconds for triage.

2

Weeks 5-12

Coordination: transactions + projects + tenant operations

  • Transaction coordination orchestrator live
  • Project document orchestrator live (GC)
  • RFI tracker live (GC)

By end of Phase 2, every active deal/project/property has a live document + milestone view replacing the spreadsheet that's always out of date.

3

Weeks 13-20

Financial cycles + reporting

  • Rent collection orchestrator live (PM)
  • Payment app reconciler live (GC)
  • Owner monthly reports live (PM)

By end of Phase 3, all monthly + quarterly reporting cycles run on cadence with principal/owner review reduced to edits, not assembly.

4

Weeks 21-26

Sales pipeline + closeout discipline

  • Bid invitation triage live (GC)
  • Closeout document collection live (GC)
  • Long-term nurture sequences live (brokerage)

By end of Phase 4, closeout cycles compress 30-50%, bid response capacity increases without hiring, and long-term lead nurture stops being the partner's personal task.

Compliance & governance

What the AI is allowed to do, and what it isn't

AI handles the structured operations layer. Humans decide anything that creates a binding obligation, a tenancy decision, or a regulatory filing.

Real estate licensing rules (state-by-state)

Each state has different rules on agent communications, broker supervision, and disclosure requirements. AI-generated client comms must comply.

  • Per-state communication template review
  • Broker oversight dashboard for AI-generated client comms
  • Disclosure language baked into automated communications

Boundary: AI never represents itself as a licensed agent. Every client communication routes through a licensed agent.

Fair Housing Act / state fair housing laws

Lead qualification, leasing inquiry handling, and tenant communications are subject to fair housing law. Any disparate-impact pattern is a problem.

  • Lead qualification scripts reviewed for protected-class neutrality
  • Audit trail of every applicant decision with reasoning
  • Periodic statistical review for disparate impact

Boundary: AI never makes a final accept/reject decision on a rental application.

GLBA + state privacy laws (lender data, applicant data)

Lender + applicant data triggers GLBA and various state privacy obligations.

  • Encrypted at rest + in transit
  • Per-engagement access controls
  • Data minimization in automated workflows

OSHA + state contractor licensing (GC)

GC operations have safety and licensing obligations that interact with sub onboarding and document collection.

  • Contractor license verification before sub onboarding
  • Safety document tracking + expiration alerts
2 actions: AI3 actions: AI with human approval3 actions: Human only
Where to start

Pick one. Run it for a quarter. Prove it.

Real, measurable pilots with explicit success criteria, so the answer at the end is "yes, kept" or "no, scrapped", not "maybe."

30 days pilot

Speed-to-lead pilot (brokerage)

Connect 1-2 lead sources + the qualifier + agent routing for 30 days.

Success criteria

  • ยทMedian first-response under 90 seconds
  • ยทConversion lift โ‰ฅ30%
  • ยทAgent satisfaction with lead quality
$50-150k of additional GCI in the test window
60 days pilot

Maintenance triage pilot (PM)

Connect maintenance request channels + vendor dispatch for one property of 200-500 units.

Success criteria

  • ยทDispatch latency under 60 seconds
  • ยทResident complaints down 40%+
  • ยทVendor response time tracked end-to-end
1 quarter pilot

Closeout document collection pilot (GC)

Pick the next 2-3 projects approaching closeout.

Success criteria

  • ยทCloseout cycle time reduced 30-50%
  • ยทRetention release accelerated 15-30 days
  • ยทPM time on closeout reduced 60%+

We extend your stack, we don't replace it

Your systems of record stay. We plug into them and become the connective tissue between the tools you already pay for.

AppFolio / Buildium / Yardi / RealPageAPI
Procore / Buildertrend / CMiC / Sage 300 CREAPI
Follow Up Boss / Boomtown / Sierra Interactive / kvCOREAPI
DocuSign / Dotloop / SkySlopeAPI
Juniper Square / IMS / AppFolio Investment ManagerAPI
MLS + IDX + Zillow / Realtor.com / public recordsAPI + connector

Get the firm-shaped automation map

Tell us your firm size, primary practice (brokerage / GC / PM / developer), and the workflow that costs you the most operations time. We'll come back with a written map of which 5-7 automations matter first and what the first 90 days would change.

Industry: Real Estate & ConstructionReply within 1 business day

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