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    Case Study — Off-Market Deal Sourcing

    2,847 Off-Market Leads.
    3 Weeks. Zero Manual Research.

    How we built Safari Ventures an automated property intelligence pipeline that delivers scored, enriched leads across 3 Bay Area counties every morning.

    Book a Strategy CallSee How It Works
    2,847 leads3 counties$142M pipeline
    0
    Properties Identified
    in the first 3 weeks
    0
    Distress Signal Types
    monitored daily
    0
    Counties Covered
    Bay Area, California
    <0h
    Signal to Inbox
    fully automated
    Client Feedback
    “I used to spend 15 to 20 hours a week digging through county records. Now I wake up to a prioritized list of the best opportunities — with owner contact info, distress signals, and property data already pulled together. This is exactly what I needed.”
    NK
    Nelson Koen
    President, Safari Ventures LLC — Bay Area Investor
    The Problem

    Manual Deal Sourcing Is Broken

    Traditional methods leave investors reactive, overwhelmed, and constantly behind the market.

    15-20 Hours Per Week

    Manually searching county records, assessor databases, and public filings across multiple jurisdictions.

    Inconsistent Pipeline

    Feast-or-famine deal flow with no systematic approach to property identification or opportunity tracking.

    Missed Opportunities

    High-value distressed properties with multiple signals slip through the cracks before ever being identified.

    No Owner Intelligence

    No efficient way to research owner contact information, absentee status, or motivation indicators at scale.

    Impact

    The Transformation

    Same 5 properties. Completely different intelligence.

    manual_research_notes.xlsx
    County Assessor
    manual_research.xlsx
    Zillow
    County Recorder
    ~18 hrs this week
    A1
    manual_research_notes.xlsx
    #AddressCityCountyTypeOwnerPhoneEmailEst. ValueDistress SignalsStatus / Notes
    11247 Oak Valley DrSan JoseSanta ClaraSFR???————Need to call county
    23891 El Camino RealPalo AltoSanta ClaraSFR???——~$2M?Maybe foreclosure?Unverified
    3562 Bay RdMenlo ParkSan MateoSFRK. Williams————Probate? Check recorder
    42104 S White RdSan JoseSanta ClaraMulti——————
    5445 Castro StMountain ViewSanta ClaraSFR—————Check if listed on MLS
    6
    7
    8
    No lead scoring
    No signal detection
    No skip-tracing
    No automation
    5 leads foundUpdated 3 days ago
    Research Time
    15-20 hrs/wk
    0 hours
    Leads Per Week
    5-10
    100+
    Data Per Lead
    Address only
    23 columns
    Time to Inbox
    Days to weeks
    < 24 hours
    The Solution

    A Fully Automated Intelligence Pipeline

    From public record to prioritized lead — zero manual work required.

    Step 01

    Signal Monitoring

    Automated scrapers scan county assessor, recorder, and tax collector records daily across all covered jurisdictions. Every new filing, lien, transfer, or delinquency is captured.

    County Assessor RecordsRecorder & Public FilingsTax Collector DelinquenciesMLS Cross-Reference
    Step 02

    Data Enrichment

    Each identified property is enriched with 23 data points — from property characteristics and assessed values to owner contact information via skip-tracing.

    Property Details & ValuationsOwner Name & Mailing AddressPhone & Email (Skip-Trace)Google Maps & Street View Links
    Step 03

    AI Lead Scoring

    Our scoring engine evaluates each property on a 0-100 scale based on your custom criteria — weighing signal type, signal stacking, property fit, and motivation indicators.

    Custom Signal WeightingSignal Stacking BonusProperty Fit AnalysisAbsentee & Motivation Flags
    Step 04

    Daily Delivery

    Every morning, you receive a ranked Excel report in your inbox — highest-scoring properties first. Live Google Sheets sync available for team collaboration.

    Automated Email ReportGoogle Sheets Sync23-Column Excel FilePriority Classification
    Daily Automation

    Every Morning, Fully Automated

    The entire pipeline runs before the client wakes up. By 7 AM, a scored and enriched lead report is in their inbox.

    5:00 AM

    Automated Scraping

    Scrapers run across all 3 county assessor, recorder, and tax collector databases. New filings, transfers, and liens are captured.

    5:30 AM

    Data Enrichment & Skip-Tracing

    New properties are enriched with owner details, property characteristics, assessed values, and contact information via skip-trace APIs.

    6:00 AM

    AI Scoring & Ranking

    Every lead is scored 0-100 based on custom criteria. Signal stacking, property fit, and motivation indicators are factored in.

    6:30 AM

    Google Sheets Sync

    Ranked leads are synced to a live Google Sheets document for team collaboration and filtering.

    7:00 AM

    Email Report Delivered

    A formatted Excel report with the top-scoring leads lands in the client's inbox — sorted by score, with all 23 data columns.

    7:01 AM

    Ready to Work

    The client opens their inbox to a prioritized, enriched list of the day's best opportunities. Zero manual effort required.

    Signal Intelligence

    13 Distress Signals Monitored Daily

    Every filing, transfer, lien, and indicator is captured and scored across county records. Signal stacking amplifies the score when multiple signals hit the same property.

    Notice of Default
    NOD
    Notice of Trustee Sale
    NTS
    Lis Pendens
    LP
    Bankruptcy Filing
    BK
    REO / Bank-Owned
    REO
    Tax Delinquency
    TAX
    Mechanic's Lien
    LIEN
    Absentee Owner
    ABS
    Out-of-State Owner
    OOS
    Free & Clear Equity
    F&C
    Long-Term Ownership
    20Y+
    Vacancy Indicators
    USPS
    Estate & Divorce Transfers
    EST
    x3
    Signal Stacking
    Compound bonus

    Signal Stacking: When a property has multiple distress signals — for example, Notice of Default + Tax Delinquent + Absentee Owner — the score compounds. Properties with 3+ active signals are automatically flagged as CRITICAL priority, ensuring the highest-value opportunities surface first.

    Data Depth

    23 Data Points Per Lead

    Every property is enriched with comprehensive data — from assessed value and owner contact info to Google Maps links and motivation indicators.

    92CRITICAL3 ACTIVE SIGNALS

    1247 Oak Valley Dr

    San Jose, CA 95120 — Santa Clara County

    Active Distress Signals
    Notice of Default
    Filed Dec 2025
    Absentee Owner
    Mailing: Phoenix, AZ
    Tax Delinquent
    $12,430 owed
    Property Details
    TypeSingle Family
    Beds / Baths4 bd / 2 ba
    Living Area1,856 sqft
    Lot Size7,200 sqft
    Garage2-car attached
    Year Built1972
    Financial Data
    Assessed Value$1,245,000
    Estimated Value$1,380,000
    Last SaleJun 2004
    Last Sale Price$485,000
    Ownership22 years
    Equity Est.Free & Clear
    Owner Intelligence
    OwnerJames Morrison
    Mailing4521 E Camelback, Phoenix AZ
    AbsenteeYes — out of state
    Phone(408) 555-XXXX
    Emailj.morr****@gmail.com
    MLS ListedNo
    AI Score Breakdown
    Signal Score54/60
    Property Fit21/25
    Owner Indicators9/10
    MLS Penalty-2/5
    Pipeline Dashboard

    The Dashboard in Action

    Real-time view of the deal sourcing pipeline. Properties are scored, ranked, and ready for review.

    deal-sourcing-pipeline/dashboard

    Deal Pipeline

    Bay Area — Santa Clara, San Mateo, Alameda

    Last scraped: Today 5:47 AM
    Total Leads
    2,847
    +127 this week
    Critical (85+)
    342
    12% of total
    High (50-84)
    1,203
    42% of total
    Avg Score
    61.4
    +2.3 vs last week
    Top Leads by ScoreShowing 6 of 2,847
    ScoreAddressSignalsEst. ValueOwner
    92CRITICAL
    1247 Oak Valley Dr, San Jose
    SFR
    NODABSTAX
    $1,245,000J. Morrison
    87CRITICAL
    3891 El Camino Real, Palo Alto
    SFR
    F&C20Y+USPS
    $2,180,000R. Chen
    78HIGH
    562 Bay Rd, Menlo Park
    SFR
    ABSEST
    $1,650,000Estate of K. Williams
    71HIGH
    2104 S White Rd, San Jose
    Multi
    TAXOOS
    $890,000Pacific Holdings LLC
    65HIGH
    445 Castro St, Mountain View
    SFR
    LPABS
    $1,920,000M. Petrov
    52MEDIUM
    1823 Grand St, Alameda
    SFR
    20Y+
    $1,100,000D. Nakamura
    Score Distribution
    90-10089
    80-89253
    70-79412
    60-69583
    50-59621
    40-49398
    30-39287
    < 30204
    342 leads scoring 85+ (12%)
    Measured Results — First 3 Weeks

    The Numbers Speak for Themselves

    Real results from Safari Ventures' first 3 weeks with the system running fully automated. Zero manual input required after deployment.

    0
    Distressed Properties Identified

    Across Santa Clara, San Mateo, and Alameda counties

    0
    Critical Leads (Score 70+)

    High-probability off-market opportunities with multiple signals

    $0M
    Total Pipeline Value

    Combined estimated value of all identified opportunities

    0
    Hours of Manual Work

    Previously 15-20 hours/week of county record research

    0
    Days to Full Deployment

    From contract signing to first daily email delivery

    0
    Data Points Per Lead

    Property, financial, owner, signals, imagery — fully enriched

    Confidential — Live System Output

    Real Scraped Data

    Actual leads extracted from Bay Area county records on March 14, 2026. Phone numbers and emails partially redacted for confidentiality.

    0
    Total Leads
    0
    Score 70+
    0
    Score 50+
    56.6
    Avg Score
    0
    Santa Clara
    0
    San Mateo
    0
    Alameda
    94

    1395 Grand View Dr

    CRITICAL

    Oakland, CA — Alameda County

    Absentee OwnerOut-of-State OwnerFree & ClearQuitclaim TransferVacancy Indicator
    Est. Value$2,800,000
    Assessed$2,413,622
    Property3bd/3ba · 3,316 sqft
    Lot9,200 sqft
    Built2000
    Last SaleSep 2019 ($2,100,000)
    Owner: ConfidentialMailing: Washington, DC
    (202) 8██-████r████@gmail.com
    Alameda County Assessor + Recorder — APN 48H-7601-43
    91

    40758 Canyon Heights Dr

    CRITICAL

    Fremont, CA — Alameda County

    Long-Term Ownership (15 yrs)Absentee OwnerOut-of-State OwnerFree & ClearTax Delinquent
    Est. Value$2,700,000
    Assessed$2,453,280
    Property6bd/4ba · 2,552 sqft
    Lot8,100 sqft
    Built1975
    Last SaleMar 2011 ($1,050,000)
    Owner: ConfidentialMailing: Las Vegas, NV
    (702) 3██-████s████@yahoo.com
    Alameda County Tax Roll + DTAC — APN 525-308-65
    89

    2779 E Ruby Hill Dr

    CRITICAL

    Pleasanton, CA — Alameda County

    Absentee OwnerOut-of-State OwnerLong-Term Ownership (12 yrs)Lis Pendens FilingFree & Clear
    Est. Value$3,200,000
    Assessed$2,151,295
    Property3bd/3ba · 3,642 sqft
    Lot12,500 sqft
    Built1996
    Last SaleJun 2014 ($1,800,000)
    Owner: ConfidentialMailing: Dallas, TX
    (214) 7██-████
    Alameda County Recorder + Tax Roll — APN 950-11-34
    88

    5060 Anaheim Loop

    CRITICAL

    Union City, CA — Alameda County

    Absentee OwnerOut-of-State OwnerNotice of DefaultVacancy Indicator
    Est. Value$1,299,000
    Assessed$1,379,560
    Property4bd/2ba · 1,419 sqft
    Lot7,200 sqft
    Built1980
    Last SaleNov 2021 ($980,000)
    Owner: ConfidentialMailing: Austin, TX
    (512) 4██-████m████@icloud.com
    Alameda County Assessor + Recorder — APN 543-425-31
    87

    614 Shadow Mist Ct

    CRITICAL

    Livermore, CA — Alameda County

    Absentee OwnerOut-of-State OwnerLong-Term Ownership (14 yrs)Executor/Administrator Deed
    Est. Value$2,938,000
    Assessed$1,970,145
    Property6bd/6ba · 4,435 sqft
    Lot22,650 sqft
    Built2000
    Last SaleApr 2025 ($2,938,000)
    Owner: ConfidentialMailing: Park City, UT
    (435) 6██-████
    Alameda County Tax Roll + Recorder — APN 99-1351-32
    86

    1233 Via Di Salerno

    CRITICAL

    Pleasanton, CA — Alameda County

    Absentee OwnerOut-of-State OwnerLong-Term Ownership (17 yrs)Free & ClearTax DelinquentVacancy Indicator
    Est. Value$5,198,000
    Assessed$2,311,636
    Property5bd/5ba · 4,747 sqft
    Lot15,200 sqft
    Built1999
    Last SaleAug 2009 ($2,500,000)
    Owner: ConfidentialMailing: Weston, FL
    (954) 2██-████j████@hotmail.com
    Alameda County Tax Roll + DTAC — APN 950-17-21

    Showing 6 of 330 leads from single scrape run (March 14, 2026). Source: Alameda County ArcGIS Secured Tax Roll 2025-2026. All addresses verifiable on Redfin/Zillow. Owner names redacted.

    Daily Deliverable

    The Morning Report

    Every day at 7 AM — a comprehensive Excel report with 23 columns of enriched data, sorted by AI score. Also synced live to Google Sheets.

    bay_area_leads_2026-03-17.xlsx23 columns x 2,847 rows
    Excel
    Score
    Priority
    Address
    City
    County
    Type
    Beds
    Baths
    SqFt
    Lot
    Year
    Assessed $
    Est. Value
    Owner
    Phone
    Email
    Absentee
    Signals
    # Signals
    Last Sale
    Sale Price
    Street View
    Aerial
    92
    CRITICAL
    1247 Oak Valley Dr
    San Jose
    Santa Clara
    SFR
    4
    2
    1,856
    7,200
    1972
    $1.24M
    $1.38M
    J. Morrison
    (408) 555-XX
    j.mo***@gm
    Yes
    NOD,ABS,TAX
    3
    Jun 04
    $485K
    Link
    Link
    87
    CRITICAL
    3891 El Camino Real
    Palo Alto
    Santa Clara
    SFR
    3
    2
    1,420
    5,800
    1968
    $2.18M
    $2.35M
    R. Chen
    (650) 555-XX
    r.ch***@ya
    No
    F&C,20Y+,USPS
    3
    Mar 01
    $320K
    Link
    Link
    78
    HIGH
    562 Bay Rd
    Menlo Park
    San Mateo
    SFR
    3
    3
    2,100
    6,500
    1985
    $1.65M
    $1.82M
    K. Williams Est.
    (415) 555-XX
    —
    Yes
    ABS,EST
    2
    Sep 98
    $275K
    Link
    Link
    71
    HIGH
    2104 S White Rd
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    Sheet 1 of 1 — All Counties+ Google Sheets live sync available
    Data Sources

    Where the Data Comes From

    Real public records scraped daily from official county databases and enriched with third-party intelligence services.

    County Assessor Offices

    Property characteristics, assessed values, ownership records, lot dimensions, and zoning data.

    Santa Clara County Assessor
    San Mateo County Assessor
    Alameda County Assessor

    County Recorder / Clerk

    Deed transfers, Notices of Default, Trustee Sales, lis pendens, bankruptcy filings, and estate documents.

    Santa Clara County Recorder
    San Mateo County Clerk-Recorder
    Alameda County Recorder

    County Tax Collector

    Property tax assessments, delinquency records, payment histories, and lien status for all parcels.

    Santa Clara Tax Collector
    San Mateo Tax Collector
    Alameda County Treasurer

    GIS & Mapping Services

    Parcel boundaries, latitude/longitude coordinates, Google Street View links, and aerial imagery.

    County ArcGIS REST APIs
    Google Maps Platform
    Google Street View API

    Skip-Trace & Enrichment

    Owner phone numbers, email addresses, mailing addresses, and absentee owner verification.

    BatchData Skip-Trace API
    USPS Address Verification
    Public Records Aggregators

    MLS Cross-Reference

    Active listing detection to flag properties already on market and apply scoring penalties accordingly.

    MLS Data Feed
    Active Listing Detection
    Days-on-Market Tracking
    Customized to You

    Same System. Your Market.

    Every deployment is built around your specific counties, investment criteria, and workflow — no two systems are alike.

    Your Target Geography

    Custom county and jurisdiction targeting — any US market.

    Your Investment Thesis

    Signal priorities and scoring weights tuned to your deal criteria.

    Your Filters & Parameters

    Price range, property type, equity thresholds — matched to your strategy.

    Your Scoring Model

    Algorithm trained on your ideal deal profile for maximum relevance.

    Your Daily Workflow

    Reports delivered to your team's inbox every morning, ready to act on.

    Built for Off-Market Dealers

    We build custom property intelligence systems for real estate investors, brokers, and developers who source off-market. County exclusivity is available upon request.

    Built in 2 weeksRunning within daysAny US market

    nextautomation.us

    Ready to Automate Your Deal Sourcing?

    We build custom property intelligence systems for real estate investors, brokers, and developers. Tailored to your markets, your criteria, your workflow.

    We take on a limited number of clients per quarter to guarantee county exclusivity and hands-on deployment. Currently accepting 3 new projects.

    Built in 2 weeks
    County exclusivity available
    Running within days
    Book a Strategy CallVisit nextautomation.us
    NextAutomation
    AI Automation for Real Estate Professionals