Seller OS  + BuyerSide
01 / 19

The virtual agent
for buying and selling
without an agent.

A companion pair of AI-powered applications that give homeowners the confidence to transact on their own — capturing a share of the $92 billion in annual U.S. commissions.

Prepared for
Mark Lewkowicz
Document
Investor Pitch & Roadmap
Version
5.0
Launch
Q1 2027
The Problem

A $1.62 trillion market that consumers
are desperate to escape.

Sellers want to save the commission. Buyers want transparency. Neither has the tools to go it alone successfully — and the data proves it.

$1.62T
Annual U.S. residential transaction volume (4.06M homes × ~$400K median)
5%
FSBO market share — a record low, despite widespread desire to avoid commissions
~5.4%
Average total commission paid. It has not fallen post-NAR settlement
What is the NAR settlement — and why didn't it work?

In 2023, a federal jury found the National Association of Realtors and major brokerages conspired to inflate commissions. NAR settled for $418 million in March 2024, agreeing to stop requiring sellers to pay buyer-agent commissions through the MLS and to mandate written buyer-agent agreements. The changes took effect August 17, 2024.

The prediction: commissions would fall. The reality: they didn't. The average buyer's agent commission rose to 2.42% by Q3 2025, and total commissions remain essentially unchanged at ~5.4%. One study found "no meaningful change" in commission rates or negotiation.

What did change: unrepresented buyers increased by ~1.7% nationally — a shift directly tied to the settlement. Buyers who once relied on a seller-paid agent are now navigating the process alone. They need tools. That is the gap Seller OS and BuyerSide fill.

! Sellers who go it alone struggle

  • 61% of FSBO sellers chose the route specifically to save money
  • 43% admitted to making legal mistakes during the process
  • 47% said the process brought them to tears
  • 64% did not achieve their desired sales price

An 18% price gap

  • Median FSBO sale price: $360,000
  • Median agent-assisted sale price: $425,000
  • FSBO sellers are leaving ~$65,000 on the table — often more than the commission they were trying to avoid
The core insight: The FSBO share is at a record low not because sellers don't want to save money, but because the current alternatives are inadequate. Give them the tools, guidance, and confidence of a virtual agent, and the market opens up.
The Solution

Two companion apps.
One complete transaction.

Seller OS and BuyerSide act as virtual agents on each side of the deal — covering the full lifecycle from preparation to closing.

Seller Side

Seller OS

A virtual seller's agent for homeowners selling without a realtor. Guides the seller through preparing the property, pricing it, building and publishing the listing, handling enquiries and showings, comparing offers, and reaching closing.

Buyer Side

BuyerSide

A virtual buyer's agent for homebuyers purchasing without an agent. Guides the buyer through financing, property search, offer preparation, negotiation, inspections, and closing.

What it is

  • A real application — dashboard, screens, and tabs
  • LLM-powered for text and image interpretation
  • State-aware and compliant with local requirements
  • Integrated with the partners consumers already need

What it is not

  • Not a marketplace for buying and selling homes
  • Not a chatbot — no chat window interface
  • Not a buyer-side product in version one (BuyerSide is Phase 3)
Phase 1  ·  Q4 2026 – Q1 2027

Core Product — Specification v1.0

A functional, end-to-end application for a single seller to manage their entire sale process. Front end and back end built to a standard where a real seller can use it end to end. MVP launch Q1 2027.

1 Onboarding & Setup

Seller enters property details and budget; a personal selling plan is produced from that information.

2 Savings Calculator

Shows the seller what they save by selling without a listing agent, compared to paying a commission percentage.

3 Photos & Condition

Seller uploads interior and exterior photos. System reviews them, identifies issues, reports condition, and recommends repairs and staging.

4 Pricing Guidance

Comparative searches against Zillow to support the pricing decision.

5 Listing Generation

Generates the listing and highlights from photos and guided answers. Seller reviews and edits to make required changes.

6 Publishing

Approved listing is posted to Zillow. Other listing sites are manual in v1 — the seller posts those themselves.

7 Enquiries & Showings

Enquiries arriving by text or email are brought into the app. Assistance scheduling showings and drafting responses.

8 Offers

Receive, record, and compare offers. Read the offer letter and extract terms. Provide suggestions on which offer to take.

9 Closing

Guides the seller through the closing process and preparation. Identifies documents needed, including title insurance and disclosures. Holds all documents in one place.

10 State Requirements

The process reflects the requirements of the state the property is in.

11 App & Dashboard

Seller logs in to a dashboard with multiple screens and tabs — property, photographs, listing builder, and documents.

Out of scope for v1

Not a marketplace. Not a chatbot. Not a buyer-side product. Automated posting to listing sites other than Zillow (Trulia, Redfin) is deferred.

Version 1 Integrations

IntegrationScope
ZillowPosting the approved listing and comparative searches for pricing. Named as the primary integration and the only listing site automated in version one.
Email / SMSTransactional service such as SendGrid or Mailchimp to evaluate different offers.
Large Language ModelGenerating the listing, interpreting photographs, reading offer letters, and drafting responses. Not exposed as a chat interface.
Phase 2  ·  Q1 2027 – Q2 2027  ·  Complete by 2027

Feature Improvements & Intelligence

Increase automation, deepen intelligence, and extend marketing reach. All feature improvements complete by end of 2027.

Phase 1
Q4 2026 – Q1 2027
Core product build & MVP launch
Phase 2
Q1 2027 – Q2 2027
Feature improvements & intelligence
Phase 3
Q2 2027 – Q3 2027
Partners & data integrations
Phase 4
Q3 2027 →
Scale & CI/CD

Listing & Marketing

  • Automatic listing creation — description, highlights, social posts, and a flyer from uploaded photos and basic home information. Sellers review and edit everything.
  • Enhanced listing generation based on market feedback
  • Automated multi-platform publishing — Redfin, Realtor.com, and others
  • Social Media Kit Generator for the seller's own channels
  • Template management — admins create, edit, and manage listing descriptions, emails, flyers, checklists, and approved document templates

Pricing & Market Intelligence

  • Property information autofill — address retrieves square footage, bedrooms, bathrooms, lot size, and year built through an approved data source. Sellers can correct it.
  • Automatic comparable-home search — similar homes within 0.5–1 mile, sold within 180–365 days, square footage within 20%, beds/baths within one, same architectural style when available
  • Recommended listing price — suggests a range and starting asking price, explains the recommendation, and lets sellers explore different prices and estimated proceeds
  • Advanced market analysis — real-time MLS data; neighborhood trend reports (days on market, price appreciation)

Property Prep & AI Analysis

  • Whole-home improvement plan — analyze interior and exterior photos; recommend cleaning, staging, repairs, and other preparation organized by priority, estimated cost, and the seller's budget and timeline
  • Improved photo analysis for deeper condition assessment
  • Voice-to-text for notes

Communication & Tasks

  • Unified email and messaging — supported emails and texts into one property inbox. Organize buyer conversations, showing requests, questions, offers, and attachments. Suggested replies and follow-up reminders.
  • AI Communication Hub — drafts responses to buyer enquiries via SMS/email, learning the seller's tone
  • Proactive task management — dashboard prompts "Next Best Actions"

§ Offers & Documents

  • AI-powered offer scoring — rank offers by price, contingencies, and closing timeline
  • Counter-offer tools — generate counter-offer documents from seller instructions
  • Guided document creation — complete approved purchase agreement and disclosure templates using property information and answers; review drafts before sharing or signing
  • Expanded document analysis — read offers, disclosures, inspection reports, and closing documents; summarize terms, identify missing information, compare revisions, and suggest deadlines

Admin, AI Controls & Monetization

  • AI controls in the admin panel — select approved AI models, update instructions, set usage limits, monitor costs and output quality
  • Subscriptions and paid access — Explore (free), Monthly ($59/mo), Sale Pass ($299 / 12 months). iOS and Android purchases, feature restrictions, one-property limits, purchase restoration, cancellation, renewal, and refund handling. Admins can unlock individual features or full access.
Phase 3  ·  Q2 2027 – Q3 2027  ·  Complete by Q3 2027

Partner Integrations

Connect users with the essential services a transaction requires. All financial and home-service partners integrated by Q3 2027.

Financial & Transaction Partners

PartnerService ProvidedPotential Revenue
Mortgage & financing providersFinancing for buyers, sellers purchasing another home, or home improvementsProvider software fees and permitted advertising arrangements
Homeowner insurance providersInsurance quotes and coverage assistancePermitted referral arrangements, advertising, or licensed partnerships
Title insurance & closing companiesTitle work, document coordination, and closing servicesSoftware fees or compensation for actual permitted services
Real-estate attorneysContract review, disclosures, and transaction adviceSoftware fees or permitted advertising

Property & Home Service Partners

PartnerService ProvidedPotential Revenue
Home inspectorsPre-listing and buyer inspectionsProvider software, advertising, or other permitted service arrangements
AppraisersProfessional property valuationsProvider software or compensation for actual permitted services
Flat-fee MLS providersPublish listings and manage listing updatesSoftware licensing or compensation for actual permitted services
Photographers & staging companiesPhotos, floor plans, virtual tours, and stagingBooking commissions or service-package margins where permitted
Contractors & home-prep servicesRepairs, cleaning, painting, landscaping, and junk removalPermitted lead fees, booking fees, or provider subscriptions
Moving & storage companiesMoving, packing, truck rental, and storageAffiliate or booking payments
Product suppliersSigns, lockboxes, printed materials, and moving suppliesAffiliate commissions or retail margins
Internet & household-service providersService setup at the user's next homeApproved affiliate or activation payments
These are opportunities to negotiate, not guaranteed revenue. Mortgage, insurance, title, inspection, appraisal, and legal arrangements need specific review before charging for introductions.
Phase 3  ·  Q2 2027 – Q3 2027  ·  Complete by Q3 2027

Data & Supporting Integrations

The infrastructure that powers pricing intelligence, publishing, communication, and closing. All data connections live by Q3 2027.

RequirementWhat Seller OS Needs
Property dataAddress-based autofill for bedrooms, bathrooms, square footage, lot size, year built, and property type
Comparable salesRecent sold-home data to support comparable searches and recommended listing prices
Data-provider accessEvaluate Realcomp, ATTOM, RentCast, and authorized Zillow/Bridge access
MLS publishingA listing-provider connection to submit approved content and receive publication confirmations and updates
Property websitesLinks and permitted listing distribution to Zillow, Redfin, Realtor.com, and other supported sites
RequirementWhat Seller OS Needs
Email & messagingReceive inquiries, send approved replies, and import attachments into the property dashboard
CalendarsGoogle Calendar integration and iCalendar/ICS support for showings, inspections, appraisals, and closing dates
Electronic signaturesSend supported documents for signing and receive signed copies and completion status
PaymentsManage app purchases and any approved partner-service payments
Maps & address verificationMatch properties, display comparables, and calculate distances

Additional Revenue Opportunities

Software Licensing

License the Seller OS platform to businesses.

Branded Versions

Offer white-label versions for brokerages, lenders, and franchises.

Advertising

Sell clearly labeled advertising within the app.

Phase 4  ·  Q3 2027 onwards

Scale & CI/CD

With product, features, partners, and data all live by Q3 2027, the focus shifts to operational excellence, automated delivery, and infrastructure that scales from thousands to hundreds of thousands of transactions.

CI/CD Pipeline

  • Automated build, test, and deploy on every commit
  • Blue-green deployments with instant rollback
  • Feature flags for controlled rollouts and A/B testing
  • Separate staging, QA, and production environments
  • Automated regression testing for all critical flows

Infrastructure as Code

  • Terraform or Pulumi for reproducible, version-controlled infrastructure
  • Multi-region deployment for latency and redundancy
  • Auto-scaling for AI inference workloads
  • Cost monitoring and optimization — track spend per transaction
  • Container orchestration with Kubernetes or ECS

Observability & Quality

  • Real-time monitoring and alerting for all services
  • Distributed tracing across AI pipelines
  • Error tracking and performance profiling
  • Automated quality gates — no deploy without passing tests
  • Load testing at 10× projected peak traffic

Security & Compliance

  • SOC 2 Type II readiness and audit trail
  • Automated compliance checks for state-specific requirements
  • Secrets management and rotation
  • Regular penetration testing and vulnerability scanning
  • Data encryption at rest and in transit

Scale Targets

  • 99.95% uptime SLA across all services
  • <200ms API response time at p95
  • 100K+ concurrent users supported
  • Multi-region failover with automatic recovery
  • Sub-second AI inference for listing and document generation

$ Cost Efficiency

  • AI inference cost reduction through model distillation and caching
  • Reserved capacity for predictable workloads
  • Per-transaction cost tracking — target <$25 all-in
  • Gross margin expansion from ~55% to ~78%
  • Automated scaling down during off-peak hours
Phase 4 is a continuous track, not a discrete project. CI/CD and infrastructure work begins in Phase 1 and accelerates after Q3 2027, when all product and integration work is complete.
Market Opportunity

TAM / SAM / SOM

A multi-trillion dollar transaction market, a tightly defined serviceable segment, and an aggressive obtainable share.

TAM · Total Addressable
$1.62 Trillion
4.06M annual U.S. existing home sales × ~$400K median price. Commission pool ≈ $92B/yr at 5.7% average.
SAM · Serviceable Available
~$73 Billion
FSBO + flat-fee segment: ~203,000 transactions/yr at $360K median. Subscription + partner revenue potential ≈ $150M/yr.
SOM · Obtainable (Yr 5)
$89.6 Million
Combined Seller OS + BuyerSide revenue at 22% and 15% share of their addressable segments by Year 5.
Market Context
U.S. existing home sales (annual)4.06M units
Median existing home sale price~$400,000
FSBO market share5%
FSBO transactions (annual)~203,000
Unrepresented buyer segment (est.)~500,000/yr
Global PropTech market (2025)$40.19B
Global PropTech market (2034 proj.)$104.57B
PropTech CAGR (2025–2034)11.9–15.1%
Seller OS SOM TrajectoryShareTransactionsRevenue
Year 1 (2027)3.0%6,090$4,561,410
Year 2 (2028)6.0%12,180$9,122,820
Year 3 (2029)11.0%22,330$16,725,170
Year 4 (2030)16.0%32,480$24,327,520
Year 5 (2031)22.0%44,660$33,450,340
Aggressive scenario: assumes accelerated adoption driven by NAR settlement fallout, AI capability maturity, and a first-mover advantage in a category with no direct dual-sided competitor. 2027 reflects a partial-year ramp; full feature set live by Q3 2027.
The Companion App

The case for BuyerSide

The NAR settlement has created confusion around buyer-agent compensation, and more buyers are going unrepresented — yet they lack the tools a buyer's agent would provide.

! Buyer pain points

  • Slow communication and miscommunication with agents
  • Pressure to sign exclusive contracts just to tour homes
  • High fees for services they feel they could handle themselves
  • Lack of transparency in the offer and negotiation process

The opportunity

  • ~$12,000+ buyer-side commission savings per transaction
  • ~$48.7B total buyer-side savings opportunity (4.06M × $12,000)
  • Unrepresented buyers increased ~1.7% nationally post-settlement
  • 77% of homeowners found their most recent home themselves

BuyerSide Feature Set

1 Onboarding & Profile

Budget, pre-approval status, preferences, and timeline; a personal buying plan is produced.

2 Savings Calculator

Shows the buyer what they save by purchasing without a buyer's agent commission.

3 Search & Alerts

Search listings from MLS, Zillow, and other sources; alerts for new matches.

4 Property Analysis

AI review of listings, photos, and disclosures; red flags and comparable sales.

5 Offer Preparation

Guided creation of purchase offers from approved templates; AI-assisted pricing.

6 Negotiation Support

Draft counter-offers, analyze seller responses, suggest strategies.

7 Document Management

Central repository for disclosures, inspection reports, closing docs; AI summarization.

8 Enquiries & Showings

Track communications with sellers and listing agents; schedule showings.

9 Closing Guidance

Step-by-step closing process; document identification; title and lending coordination.

BuyerSide SOM TrajectoryShareTransactionsRevenue
Year 1 (2027)2.0%10,000$7,490,000
Year 2 (2028)4.0%20,000$14,980,000
Year 3 (2029)7.0%35,000$26,215,000
Year 4 (2030)11.0%55,000$41,195,000
Year 5 (2031)15.0%75,000$56,175,000
Combined Business Case

Seller OS + BuyerSide together

Two products, one transaction lifecycle, shared infrastructure, and compounding partner economics.

Seller OS BuyerSide
$100M
$75M
$50M
$25M
$0
$12.1M
2027
$24.1M
2028
$42.9M
2029
$65.5M
2030
$89.6M
2031
MetricSeller OSBuyerSideCombined
Year 3 (2029) transactions22,33035,00057,330
Year 3 subscription revenue$6,676,670$10,465,000$17,141,670
Year 3 partner revenue$10,048,500$15,750,000$25,798,500
Year 3 total revenue$16,725,170$26,215,000$42,940,170
Year 5 (2031) transactions44,66075,000119,660
Year 5 total revenue$33,450,340$56,175,000$89,625,340
Timing

Why now

Four converging forces have opened a window that did not exist three years ago — and will close as incumbents react.

§ 1. NAR settlement aftermath

The 2024 settlement upended commission structures and created massive consumer confusion. Commissions have not fallen as predicted — the average buyer's agent commission is 2.42% and has actually risen slightly. Unrepresented buyers are increasing. Demand for transparency has never been higher.

2. AI maturity

LLMs can now generate listings, analyze photos, read contracts, and draft communications at near-professional quality — the exact capabilities that previously required a licensed human agent for every transaction.

3. PropTech market growth

The global PropTech market is growing at 11.9–15.1% CAGR, projected to reach $104.57 billion by 2034 — from $40.19 billion in 2025.

4. Consumer behavior shift

77% of homeowners found their most recent home themselves. 43% of FSBO sellers made legal mistakes and 64% missed their target price. The market is actively asking for a better solution.

Competitive Position

Why we win

Six structural advantages that are difficult to replicate quickly.

Only dual-sided solution

No competitor serves both sellers and buyers without agents. Seller OS and BuyerSide are companion apps covering the entire transaction lifecycle.

AI-native

Built from the ground up with LLM-powered features for listing generation, photo interpretation, document analysis, and communication drafting.

State-aware

Compliant with state-specific requirements for disclosures, contracts, and closing processes — a real barrier to entry that generic tools ignore.

Partner ecosystem

Integrated with the services consumers already need: mortgage, title, insurance, inspection, moving, and more — turning a tool into a marketplace.

Admin controls

Full administrative control over AI models, templates, usage limits, and cost monitoring — essential for quality and unit economics at scale.

$ Subscription flexibility

Explore free, Monthly at $59, Sale Pass at $299 for 12 months. iOS and Android purchases with full lifecycle management.

Financials

Five-year projections

Combined Seller OS and BuyerSide revenue, with profitability from Year 2 and a $89.6M run-rate by 2031.

YearRevenueGrowthEBITDA MarginEBITDA
2027 (partial-year ramp)$12,051,410-30%-$3,615,423
2028 (first full year)$24,102,820100%5%$1,205,141
2029$42,940,17078%25%$10,735,043
2030$65,522,52053%35%$22,932,882
2031$89,625,34037%42%$37,642,643

Key Assumptions

Market Share

Seller OS reaches 22% and BuyerSide 15% of their addressable segments by 2031.

Revenue / Transaction

$749 blended — $299 subscription + ~$450 partner revenue.

Timeline Compression

Full feature set, partners, and data live by Q3 2027 — accelerating revenue ramp into 2028.

Gross Margin

Improves from ~55% to ~78% as AI inference costs decline and partner revenue scales.

Valuation & Returns

An aggressive valuation trajectory

At $89.6M Year 5 revenue and 42% EBITDA margin, the business supports a $750M–$1.1B enterprise value on standard SaaS and marketplace multiples.

Valuation BenchmarksMultipleValue
Year 5 revenue (2031)$89.6M
Year 5 EBITDA (2031)$37.6M
EV / Revenue (conservative)$717M
EV / Revenue (base)12×$1.08B
EV / EBITDA (base)20×$753M
EV / EBITDA (aggressive)28×$1.05B
Projected Enterprise Value · 2031
$750M – $1.1B
Based on 8–12× Year 5 revenue or 20–28× Year 5 EBITDA, consistent with high-growth SaaS and marketplace comparables.

Investor Return Scenarios

RoundInvestmentPre-MoneyOwnershipValue at $750MValue at $1.1BMOIC
Seed (2026)$7.5M$30M20.0%$150.0M$220.0M20.0× – 29.3×
Series A (2027)$15.0M$150M9.1%$68.2M$100.0M4.5× – 6.7×
Illustrative only. Assumes no further dilution beyond the Series A, which is unlikely in practice. Actual returns depend on execution, follow-on financing, and exit timing.
The Ask

Seed Round — $7.5 Million

We are raising $5–10M at a $30M pre-money valuation. The target is $7.5M — the midpoint — to fund 24 months of runway, ship both apps, complete all phases by Q3 2027, and reach a $24M revenue run-rate by 2028.

Use of FundsAmountShare
Product development (Phases 1–3 + BuyerSide)$3,000,00040%
AI / ML infrastructure & inference compute$1,200,00016%
Partner integrations & state compliance$1,200,00016%
Marketing & user acquisition$1,400,00019%
Legal, compliance & entity structure$400,0005%
Working capital & reserve$300,0004%
Total$7,500,000100%
MilestonesTimeline
Seller OS MVP launchQ1 2027
Phase 2 feature improvements completeQ2 2027
Partners & data integrations completeQ3 2027
Scale & CI/CD operationalQ4 2027
25,000 combined usersQ2 2028
$24M revenue run-rate2028

Why $7.5M — not $3M

Two products, one build

Seller OS and BuyerSide must ship in parallel to capture the market before incumbents react. That requires engineering bandwidth for two consumer apps, one shared AI backend, and two distinct state-compliance surfaces.

50-state compliance

Real estate is regulated at the state level. Each state has different disclosure requirements, contract forms, e-signature rules, and partner compensation regulations. National rollout requires legal review and template development in all 50 states.

AI inference at scale

LLM inference for photo analysis, document parsing, listing generation, and communication drafting scales with users. The compute budget must be funded before revenue arrives.

Aggressive growth targets

Going from 0 to 22% FSBO share in five years requires significant marketing spend. Consumer CAC in real estate is high, and the brand must be established before Zillow, Compass, or Rocket enter the category.

First-mover advantage is time-limited

Incumbents have the capital and distribution to enter this category. Speed is the moat, and speed costs money. A $3M raise buys 12 months; $7.5M buys 24 — the difference between leading the category and chasing it.

Partner economics & working capital

Partner integrations require upfront investment in API connections, legal review, and sometimes revenue-share guarantees before referral revenue scales.

Range rationale: At the low end ($5M), we launch Seller OS and Phase 2 only, defer BuyerSide to a Series A, and limit national rollout to 10–15 states. At the high end ($10M), we launch both apps simultaneously, pursue all 50 states, and invest in an aggressive marketing campaign from day one. $7.5M is the recommendation — it funds the full plan with a modest buffer.
Exit Landscape

Who buys this

Five credible acquirer categories, each with a distinct strategic rationale — and precedent transactions in the $500M–$2B range.

Acquirer TypeExamplesRationale
Major brokerageCompass, eXp, Keller WilliamsAcquire the technology and consumer base to launch a self-service tier and defend against commission compression.
Real estate portalZillow, Redfin, Realtor.comIntegrate virtual agent tools directly into existing listing platforms and monetize the transaction.
Financial servicesRocket Companies, BetterExpand from lending into full real estate transaction services and capture the purchase moment.
PropTech roll-upMRI Software, Lone WolfAdd a consumer-facing virtual agent to an existing portfolio of industry software.
IPOLong-termBecome the category-defining platform for agentless transactions.

Comparable Transactions

Zillow / ShowingTime

$1.8B — portal acquiring transaction infrastructure.

CoStar / Homes.com

$156M — portal acquiring listing platform.

Rocket / Redfin

$1.75B — lender acquiring transaction platform.

Summary

The four-phase roadmap

From MVP launch in Q1 2027 to full feature set, partners, and data live by Q3 2027 — then scale and CI/CD to drive $89.6M in revenue by 2031.

Phase 1 · Core Product
Q4 2026 – Q1 2027
MVP launch Q1 2027
Phase 2 · Feature Improvements
Q1 – Q2 2027
Complete by 2027
Phase 3 · Partners & Data
Q2 – Q3 2027
Complete by Q3 2027
Phase 4 · Scale & CI/CD
Q3 2027 →
Continuous operational track
Phase 1

Core Product

  • Onboarding, selling plan, savings calculator
  • Photo analysis, pricing guidance
  • Listing generation & Zillow publishing
  • Enquiries, showings, offers, closing
MVP Launch
Q1 2027
Phase 2

Feature Improvements

  • Automatic listing creation
  • Multi-platform publishing
  • Comparable-home search
  • Whole-home improvement plan
  • Unified inbox & AI comms
  • Guided documents & analysis
Complete
By 2027
Phase 3

Partners & Data

  • Mortgage, insurance, title, attorneys
  • Inspectors, appraisers, MLS, staging
  • Contractors, moving, suppliers
  • Property data, comps, calendars
  • E-signature & payments
  • BuyerSide launch
Complete
Q3 2027
Phase 4

Scale & CI/CD

  • Automated CI/CD pipelines
  • Infrastructure as Code
  • Observability & monitoring
  • SOC 2 & compliance automation
  • Multi-region scaling
  • Cost optimization
Continuous
Q3 2027 →
Next Steps

Let's build the
agentless transaction.

1 Approve

The four-phase roadmap: Core Product → Feature Improvements → Partners & Data → Scale & CI/CD.

2 Initiate

Legal and compliance review for all partner revenue models before Phase 3 integration.

3 Begin

Technical discovery and scoping for Phase 1, focused on the Zillow integration and LLM capabilities.

4 Finalize

Phase 1 budget, seed round terms, and the Q1 2027 launch timeline.

Contact
Mark Lewkowicz
Document
Seller OS + BuyerSide — Investor Pitch
Version
5.0
Ask
$7.5M Seed