20–40%
Off-market
margin advantage
margin advantage
AI Infrastructure for Real Estate Operators
AI Operators
for Real Estate.
You have the tools. You're missing the intelligence.
Ainsworth Group · 2026 · Confidential
The Problem
You are the bottleneck. Not the market.
◎Every deal that doesn't close traces back to the same place: you didn't get to it in time.
◎Not because you're not good — because there's only one of you, and the work never stops.
80%
Wholesale deals
die on the phone
die on the phone
40–60%
Inbound calls
missed
missed
$64K–$180K
Walking out
the door yearly
the door yearly
- Off-market deals produce better margins — but finding them requires scanning, stacking distress signals, and follow-up at a pace no human sustains.
- Deals die on the phone. Not because the deal was bad. Because you fumbled the call — tired, distracted, running your tenth function of the day.
- 78% of deals go to the first responder. Every missed inbound is money gone to whoever picked up faster.
- Underwriting takes hours. Capital takes days. By the time you run comps, check exits, and shop lenders — someone else already made the offer.
The kicker
You didn't build a business. You built a job — one that only pays when you're working.
The Two Traps
You can't grind your way out.
You can't bolt AI on either.
Trap 1: Hire / Grind
- W-2 hire: $60K–$120K/year.
90-day ramp. 18-month tenure. Training loss every exit. - Point tool stack: $3K–$9K/mo.
PropStream. BatchLeads. Dialer. CRM. Answering service. None integrate. - You still do the work.
Every vendor needs coordination. You bought more management.
Trap 2: DIY AI Sprawl
ChatGPT
Scripts
$20/mo
VAPI
Voice
$99/mo
Zapier
Glue
$99/mo
GPT Wrapper
Underwriting
$49/mo
AI Receptionist
Inbound
$199/mo
Make.com
Workflows
$29/mo
Lead Enricher
Skip Trace
$79/mo
Your Weekend
Integration
priceless
None of them share a brain. You are the integration layer.
The bottom line
Every operator tries both. Both fail.
Why Now
Six months ago, this was speculative.
Today it's consensus.
◎The thesis flipped this year — AI replacing real estate functions is no longer fringe, it's the consensus 2026 investment theme.
The Industry
Top operators are saying it out loud.
Pace Morby and Jamil Damji — voices reaching millions of real estate investors — are now publicly arguing that AI will replace the realtor function entirely.
"AI in real estate is already changing the game — from property selection and valuation to contract negotiation and lead gen. Thousands of realtors are at risk."— Jamil Damji, April 2026
The Capital
Allocators are pricing this in.
Family offices and institutional capital are no longer asking if AI will reshape real estate operations. They're asking which platforms will own the workflow when it does.
Vertical AI is the consensus 2026 thesis — and real estate is the largest remaining vertical without a category leader.
The Window
Twelve to eighteen months.
The category will be defined by who ships a coordinated platform first. Point tools (CRMs, dialers, AVMs) won't get there — the architecture is wrong.
Whoever owns the deal record across the lifecycle owns the category. That decision is being made now.
The takeaway
The thesis is no longer "will AI replace these roles?" It's "who builds the system that does it?" Ainsworth has been compounding on that question for eighteen months.
The Category
Not workflow AI. Workforce AI.
◎Every AI vendor in real estate is selling you a better tool.
◎A faster list. A smarter CRM. A copilot in your spreadsheet.
◎You still do the work — with more tabs open.
Workflow AI
Waits for you to click.
- You open the tool
- You paste the data
- You interpret the output
- You still do the work
Workforce AI
Does the job.
- Owns a function end-to-end
- Runs 24/7 on your data
- Shares intelligence across Operators
- Compounds — gets smarter every deal
The distinction that matters
One you use. The other runs. That's the category line — and it's the only thing that scales past a single principal in a single chair. You don't open a tool. You deploy a role.
The System
Twelve operators. One deal record.
◎Every operator reads and writes to the same deal record. No handoffs. No re-entry. No coordination tax.
◎This is the architecture — a system of operators across the full lifecycle, sequenced and coordinated.
The Intelligence Layer
A single deal record · every operator works the same object
Phase 1 · Find
Scout
Distress sourcing
● live
Advocate
On-market targeting
● new
Appraiser
Predictive valuation
● new
Phase 2 · Evaluate
Recon
Exit scoring · LOI
● live
Inspector
Visual condition score
● new
Analyst · Range
Intel · call training
● live
Phase 3 · Convert
Envoy · Concierge
Outbound · inbound calls
● live
Counsel
Contract negotiation
● new
Broker
Buyer-side matchmaking
● new
Phase 4 · Close
Closer
Title · escrow · close
● new
Ledger
Back office · bookkeeping
● roadmap
Vault
Lender matching
● Q4 2026
How the deal record flows — each operator reads and writes the same object
Signal
zip · distress flags
▶
Valued
ARV · equity est.
▶
Scored
0–100 · exits · LOI
▶
Contacted
transcript · verbal
▶
Contracted
terms · PSA draft
▶
Closed
title · escrow · ledger
Why this architecture is defensible
Competitors will ship single-operator equivalents within 18 months. They will not ship a unified deal record across 12 functions — that's a multi-year data architecture problem disguised as a feature. The shared object is the moat.
End-to-End
One system. Four phases.
From the first distress signal to the funded close — every step compounds on the last.
Phase 1
Find.
Scout · Advocate · Appraiser
Scan distress signals across entire markets. Target on-market motivation. Forward-looking ARV attached at sourcing.
Phase 2
Evaluate.
Recon · Inspector · Analyst
Score 15 exits in 4 seconds. Visual condition data closes the offer gap. Practice the seller call before it happens.
Phase 3
Convert.
Envoy · Concierge · Counsel · Broker
Outbound negotiation. Inbound coverage. Verbal-to-drafted PSA. Buyer matched in parallel.
Phase 4
Close.
Closer · Ledger · Vault
Title and escrow coordinated. Back office automated. Capital matched to the pre-underwritten deal.
The compounding effect
Each phase passes context forward. Scout's distress signals shape Recon's underwriting. Recon's exits shape Envoy's negotiation. Envoy's verbal shapes Counsel's PSA. The system gets smarter with every deal.
The Roadmap
Live today. Sequenced through 2027.
◎Phases 1 through 3 are operational on real deals today. Phase 4 ships in deterministic order, quarter by quarter, through Q3 2027.
Operator
Q2 '26
Q3 '26
Q4 '26
Q1 '27
Q2 '27
Q3 '27
ongoing
Phase 1 · Find
Scoutdistress sourcing
Live — continuous improvement
Appraiserpredictive ARV
Build
Beta
Live — upgrades all Recon scores
Advocateon-market targeting
Build
Beta
Live — MLS + motivation signals
Phase 2 · Evaluate
Reconexit scoring · LOI
Live
+ ARV upgrade
Live — compounding with Appraiser
Inspectorvisual condition score
Build
Beta
Live — closes offer gap
Analyst · Rangeintel · call training
Live — passive, always on
Phase 3 · Convert
Envoy · Conciergeoutbound · inbound
Live — continuous improvement
Counselcontract negotiation
Build
Beta
Live — verbal → drafted PSA
Brokerbuyer matchmaking
Build
Beta
Live
Phase 4 · Close
Closertitle · escrow · close
Build
Beta
Live
Ledgerback office
Build
Beta
Live
Vaultlender matching
Build
Beta → Live
Live in production
Build phase
Beta deployment
Sequenced future
The discipline
Sourcing and underwriting first because they have to be. Conversion next because deals die on the phone. Close last because it's only useful after the deal is real. The platform is sequenced — not promised.
The Inflection Point
From verbal yes to drafted PSA —
in minutes, not days.
◎This is the quarter the system crosses the line from coordination to execution.
◎Counsel goes live Q1 2027 — AI drafts the agreement, attorneys close the loop.
Q1 2027 · Counsel goes live
Verbal → drafted PSA. Attorney-issued.
The legal-grade work compresses from 7 days to 7 minutes — AI drafts the agreement, redlines counter-terms, routes to a vetted attorney panel for final issuance. Speed without exposure.
This is how DocuSign did it. This is how Stripe did it. The platform handles the work; the licensed party seals it.
Verbal
Envoy
▶
Drafted
Counsel
▶
Issued
Attorney panel
▶
Signed
PSA executed
The Network Effect
Counsel creates a second moat.
Every deal flows through the platform to a curated attorney network. Volume compounds. Rates negotiate down. Issuance speed compounds.
The result: preferred legal infrastructure. Your competitors can build a contract-drafting AI. They cannot build the panel relationships, the volume leverage, or the multi-state coverage that make it actually deploy.
Same playbook that made DocuSign and Stripe defensible — the rail, not the feature.
Why this matters for category leadership
Once Counsel is live, Ainsworth is the only platform where a real estate deal goes from distress signal to signed PSA inside one system. Every other vendor stops at the conversation. We close the loop.
The Scout · Sourcing Operator
Scan the market. Before anyone else does.
◎Configure your Buy Box.
◎The Scout scans entire zip codes for distress signals, ranks conviction, and sends qualified deals straight to Recon for underwriting.
Configure Buy BoxThe Scout
Market
Wake County, NC
Asset Class
SFR · Duplex · Triplex
Price Range
$80K – $350K
Min Equity
40%+
Distress Signals
Roof · Vacancy · +4
Seller Motivation
Tax Delinq · Absentee
Run New Scan
The Scout — Wake County, NCComplete
2,025
Properties
Scanned
Scanned
37
Match
Buy Box
Buy Box
3
High
Conviction
Conviction
3
Auto-
Outreach Sent
Outreach Sent
9 Distressed
17 Vacant
4 Pre-foreclosure
92
Outreach Sent
2814 Poole Rd, Raleigh NC 27610
SFR · 3bd/1ba · 960sf · Condemned · $112K equity (82%) · Estate sale
DistressedVacantTax DelinqHigh Equity
91
Outreach Sent
1706 Tarboro Rd, Raleigh NC 27610
Triplex · 6bd/3ba · 2,100sf · All units vacant · Tax delinq 2yr · Out-of-state LLC
VacantTax DelinqDistressed
88
Outreach Sent
612 Rock Quarry Rd, Raleigh NC 27610
SFR · 4bd/2ba · 1,840sf · Pre-foreclosure · NOD filed 3mo ago · Owner age 72
Pre-ForeclosureHigh Equity
Recon · Underwriting Operator
Every deal, scored. In four seconds.
◎Any US address in. 15 exit strategies scored. 19 asset classes.
◎Institutional-grade metrics — LTV, DSCR, IRR, Cap Rate, Equity Multiple — delivered as a single 0–100 Deal Score.
1923 Elm Ridge Dr, Charlotte, NC 28205
Single Family
Underwrite
Stage 1 — Property IntelligenceVerified
Market Value$428,000
Equity$278,000 (65%)
LTV32.3%
Est. Rate4.25% — 2018 vintage
Revenue / Rent$2,350/mo
Rent-to-Price0.55%
Current NOI$17,400/yr
Stabilized NOI$25,100/yr
Cap Rate (current)4.1%
Cap Rate (stabilized)5.9%
Cash-on-Cash Return12.4%
Est. IRR (BRRRR / 5yr)28–34%
Equity Multiple (5yr)2.8×
DSCR (post-refi)1.31
ARV (post-rehab)$462,000
Cash-Out at Refi$127,000
Rents 22% below market ($2,350 vs $2,850 comp)
BRRRR: $0 left in deal at 75% ARV refi
Forced appreciation via cosmetic rehab ($38K)
Assumable rate opportunity — 4.25% in 7% market
The Deal Score — 87 / 100 — Strong Buy
A single number on every property in the country. A principal running 40 deals a year stops reading reports and starts reading scores. A fund running 400 stops guessing. Bulk mode processes CSVs of addresses into scored portfolios.
Skip Trace · Owner Intelligence
Owners, surfaced. All tiers, unlimited.
◎Phones. Emails. Mailing address. Age. Property history. Equity position.
◎Any property the Scout surfaces and any address Recon underwrites can be traced to its owner in one click — at no added cost, across all tiers.
Skip Trace — Owner IntelligenceIncluded in all tiers
2814 Poole Rd, Raleigh NC 27610Skip Trace →
Skip trace data is sourced from multiple public-record and third-party providers. Match quality varies by record availability. For informational use only. Users are responsible for compliance with applicable data privacy and telecommunications laws including the TCPA.
RM
Robert A. Mitchell
Individual · Absentee Owner · Since 2004
Phone Numbers
(919) 555-0142 Primary
(919) 555-0891 Alt
(252) 555-0334 Last
Mailing Address
1820 Falls River Ave, Apt 302, Raleigh NC 27614
Email Addresses
r.mitchell04@gmail.com
rmitchell@yahoo.com
Owner Intelligence
Age: ~62 · Owns 3 properties in Wake County
Purchased 2814 Poole Rd for $67,500 (2004)
Est. equity: $142,000 (68%) · Tax delinquent 2yr
Industry average
$0.10–$0.15 per record
500 skip traces/mo
$50–$75/mo added cost
2,500 skip traces/mo
$250–$375/mo added cost
Ainsworth — all tiers
$0.00 · Unlimited
The Envoy · Concierge · Conversion Operator
Contact the seller. Close in the follow-up.
◎Envoy calls outbound, negotiates, sends offers. Concierge answers every inbound in 2 rings, 24/7. One voice model, shared conversation history — when Envoy calls a lead and Concierge picks up the callback, it's the same system speaking with continuity.
The Envoy — Outbound Call · 1060 Westmoor DriveActive
The Envoy
"Hi, this is Mike calling on behalf of Ainsworth Capital. I noticed you own the property at 1060 Westmoor Drive — I was wondering if you'd ever considered selling?"Seller
"Maybe. It's been a rental but I'm tired of dealing with tenants. What kind of offer are we talking?"The Envoy
"I understand — tenant management can be exhausting. Based on recent sales in your area, comparable properties are moving in the $285–310K range. We could close in 14–21 days with no repairs needed. Would it help if I sent over some numbers?"Seller
"Yeah, send me something. I'll take a look."System
Verbal obtained · LOI generated · SMS sent · Email drip started · Pipeline updated · Score: 93 Strong BuyFollow-up Sequence
Day 1: SMS with offer → Day 3: Email + comps → Day 7: Call back → Day 14: Final check-in · 70% of deals close in the follow-up
70% of deals close in the follow-up
Envoy never forgets, never gets busy, never lets a lead go cold. Morning briefs at 7 AM. Evening debriefs at 7 PM. Every conversation in your CRM, every follow-up triggered, every LOI sent.
What Envoy Replaces
Human ISA$3K–5K/mo
Cold Caller$2K–4K/mo
Answering Service$500–1.5K/mo
All threeOne Operator
Beyond real estate
HVAC. Roofing. Plumbing. Any business that lives by the phone. One Operator, deployed standalone.
The Range · AI Call Training
Practice the conversation. Win it before it happens.
◎An adaptive AI training system that learns how you sell and builds a coaching program around your gaps.
◎Every session is recorded, scored, and analyzed in real time.
◎Configured seller. Real call. Prescribed training.
Configure Your SellerThe Range
Personality Type
Reluctant LandlordMotivated SellerSkeptical InvestorGrieving EstateDistressed Owner
Experience Level
BeginnerIntermediateAdvancedMaster
Seller Motivation
Financial PressureTired LandlordRelocationDivorceInheritance
Objection Style
Price FocusedNeeds TimeAgent LoyalMultiple Offers
Reluctant Landlord · Financial PressureIntermediate · Needs time objection
Start Session
The Range — Call AnalysisSession Complete
74
Call Score
Rapport Building
Objection Handling
Price Anchoring
Close Attempt
Opportunity
When the seller said "I need to think about it" — you moved to price. Try: "What would make this feel right for you?"
From the Playbook
"When a seller stalls, don't chase. Pull back. Create space. The deal doesn't die in the pause — it dies when you push too hard."
Prescribed Training
Priority — Critical
Handling the Stall
3 missed opportunities this session
Medium
Anchoring Before Price
Jumped to numbers too early
Strong
The Empathy Bridge
Reinforce existing strength
The Moat Feature
The only platform where
underwriting trains your reps.
◎Every deal Recon scores becomes a live-call simulation. The AI plays the seller with matched context.
◎You make the call on the exact deal you just underwrote. You get scored on rapport, objection handling, and close.
Practice This Deal in The Range
AI plays the seller. You make the call. Get scored.
Step 1
Run Recon
Address in. 4 seconds. Deal Score, exits, comps, owner intel.
→
Step 2
Click Practice
The Range loads the exact deal with matched seller context.
→
Step 3
Make the call
Negotiate, handle objections, close the verbal. No script.
→
Step 4
Get scored
Adaptive report. Exact words cited. Training prescribed.
Why this is architectural, not a feature
No other platform does this — not because the feature is exotic, but because no other platform has the architectural spine to connect underwriting to call training to coaching. The Operators share a data model. That's the moat.
Modular Deployment
The platform composes. You don't buy a package.
◎Every operator deploys independently. Any subset composes into a workflow. Any combination is configurable.
◎Land on the operators that solve today's pain — expand into the full system as your operation scales.
The Operator Menu · mix and match
Scoutlive
Advocatenew
Appraisernew
Reconlive
Inspectornew
Analyst · Rangelive
Envoy · Conciergelive
Counselnew
Brokernew
Closernew
Ledgerroadmap
VaultQ4
Common Compositions — illustrative, not exhaustive
Service Coverage
Concierge+Envoy
Inbound & outbound voice. No real estate data needed.
Underwrite Only
Inspector+Recon
Score any address in 4 seconds. Plug into your existing pipeline.
Sourcing Engine
Scout+Recon+Envoy
Find, score, contact. The full outbound acquisition motion.
Exit + Capital
Broker+Vault
Cash buyer matching. Lender bidding. Closed-deal economics.
Full Stack
All twelve
End-to-end execution. Distress signal to funded close.
Custom
Your selection
Any operator. Any combination. Scoped to your operation.
Why this matters for go-to-market
Full-stack pitches scare buyers. Composable deployments close them. Land in 30 days. Expand over 12 months. Once a buyer has one operator on their data, every subsequent operator inherits context no point tool can match.
Deployment Economics
Operator-grade economics. Not SaaS pricing.
◎Each deployment is configured to your operators and your operation — pricing scoped in diligence, not published in a deck. Platform separated from infrastructure, with full transparency on what produces every cost.
01
One-time
Setup & Implementation
Configure operators to your operation. Integrate with your stack. Calibrate to your buy box, voice, and playbook.
Covers
- Operator configuration to your data & voice
- Integration with CRM, dialer, MLS, capital stack
- Buy-box calibration & playbook training
- Deal record schema mapping
Structure
Scoped per deployment
02
Recurring
Monthly Retainer
Platform access, support, maintenance, model updates, infrastructure. Compounding intelligence on your deal record — smarter every month you run it.
Covers
- Operator access on your configured scope
- Continuous model updates & improvements
- Support, monitoring, and uptime
- Infrastructure & compute
Structure
Scaled to operator selection
03
Variable
Pass-Through Costs
Third-party data and infrastructure consumed by the operators. Billed at cost plus an industry-standard premium — itemized, never marked up beyond market.
Examples
- ATTOM · property & ownership data
- Skip trace APIs · per-record
- Retell, Recast, ElevenLabs · voice
- Other paid data sources as scoped
Structure
Cost + standard premium · itemized
04
Strategic only
Performance Share
For JV partners, channel relationships, and co-built deployments only. Aligns Ainsworth economics with platform outcomes — closed deals, sourced volume, or revenue generated. Not a default offering.
Structures
Per-deal · rev share · JV equity
Engagement
Negotiated per relationship
Why this model
SaaS pricing hides COGS in flat fees and forces vendors to penalize one user to subsidize another. Operator-grade economics are transparent: you pay for the platform, you pay for data and infrastructure at-cost-plus, and you don't pay markup on usage you didn't generate.
The Moat
Your deals. Your data. Your Operators.
◎A point tool can clone a feature. No point tool can clone a system.
◎The shared deal record across twelve operators is an architectural moat, not a product release.
◎And it's why every operator gets smarter the longer you run the platform.
Context
Your market. Your buy box. Your voice.
The Operators learn your specific zip codes, your asset classes, your exit preferences, your coaching voice, your LOI templates. Every Operator is a version of your operation — not a generic tool shared with 10,000 users.
Connection
One deal record. Twelve operators.
When Scout flags a deal, Recon has the context. When Envoy books a call, The Range can train on it. When Vault matches a lender, Recon already knows the exit. Intelligence compounds across every Operator.
Control
You own what you build.
Your deals stay your deals. Your data isn't the training set. Your Operators aren't shared. White-label configurations for principals running branded operations under their own community or fund. Your platform, not ours.
Why this is defensible
Competitors don't catch up by shipping features. They'd have to rebuild the foundation.
Deployment Model
Deployed directly, and through institutional partners.
Direct Deployment
Principal licenses Ainsworth and deploys Operators into their operation.
Active POCs with a 506(c) real estate investment fund and a regional homebuilder.
Channel & Revenue Share
Partner introduces members or clients; revenue shared on conversions.
In proposal with a national mastermind community (5,000+ principals).
White-Label
Partner deploys Ainsworth Operators under their own brand to their audience.
In structured discussions with community platforms.
Co-Built Offerings
Ainsworth partners on vertical-specific product configurations.
In discussions with a real estate auction platform. Expanding as the platform scales.
Primary
Real estate investors
Full platform. All twelve operators across the lifecycle. Solo principals through mid-market funds.
all_operators
Adjacent
Agents & brokerages
Inbound never missed. Training on their playbook. Intelligence across their book.
conversion · intelligence
Adjacent
Service businesses
HVAC, plumbing, roofing, GC. Every call answered in 2 rings, 24/7.
conversion
Proof · Deployment
Live platform. Real principals. Real deals.
Live
Platform
Status
Status
2
Active
POCs
POCs
30–45
Day POC-to-
Contract
Contract
75K+
Principals in
Pipeline
Pipeline
Active POCs
Deployed in production today
Currently running structured POCs at a 506(c) real estate investment fund and a regional homebuilder. Structured scope, success criteria, and a defined path to contract.
Pipeline
Advanced discussions
In proposal with a national mastermind community representing 5,000+ principals. In structured discussion with a real estate auction platform. Community partnerships representing 75K+ investors.
Week 1
Deployment
First Operator live on your operation.
Your zip codes, asset classes, exits, buy box, LOI templates. Recon runs against your real data the week you sign.
Day 30
Expansion
Scout and Conversion online.
Operators start sharing data. Scout feeds Recon. Recon flags into Envoy. Concierge covers inbound. Operation running end-to-end.
Day 90
Compounding
Intelligence layer trained on your data.
The Analyst knows your market. The Range trains in your voice. Every Operator smarter than day one. Vault integration queued for Q4.
Founding partner terms
Early deployments get direct access to the founder, roadmap influence, and founding-partner pricing locked for three years. Published pricing at category launch will be materially higher. Founding rates do not move.
The Firm
Founder & CEO
Jeff Ainsworth
- Operator first. 8 years as Head of Sales at a global SaaS company. 15+ years scaling complex organizations into the infrastructure that turns vision into revenue.
- Pattern-matched. The role-based AI playbook that worked in life sciences is what Ainsworth Group is building for real estate. Same thesis. Different vertical.
- Built by an operator, for operators. Disciplined approach to capital, execution, and leverage didn't stay in SaaS. It became the blueprint.
The Firm
Ainsworth Group builds AI infrastructure for real estate operators. The platform is composed of twelve operators across four phases — Find, Evaluate, Convert, Close — coordinated by a master orchestrator and a single shared deal record. Every operator reads and writes the same object, forming a closed loop from distress signal to funded transaction.
We built this for operators who treat real estate as a portfolio discipline, not a transaction business. The same AI that underwrites the deal calls the seller, trains your team, and answers the phone. This is not a brokerage. This is not a CRM. It is an intelligence and execution platform.
We don't sell software; we install operators.
Live System
Step inside. Run a deal.
◎Don't take the deck's word. Run a real address through Recon. Scan a market with Scout. Surface owners with skip trace.
◎The sandbox is open — live operators on simulated data, no login required.
Sandbox · open access
Run the system on simulated data. Live Recon underwriting. Live Scout market scans. Live skip trace surfacing. See the operators work before you talk to anyone.
Live engine · gated access
Run Ainsworth on real deals, your data. Founding-partner deployments unlock the live engine: real properties, real sellers, real underwriting against your buy box. Reviewed manually.
The point
This is not a feature pitch. This is a system that runs deals end-to-end — and the sandbox is how you experience it without buying first. Most decks ask you to imagine the product. We let you operate it.
The information edge is real.
The question is who has it.
ainsworth.group
·
jeff@ainsworth.group