Overview
Yardi Matrix MCP is an implementation of the Model Context Protocol (MCP) that enables AI agents to securely interact with Yardi systems, data sources, and operational tools. This guide provides a comprehensive explanation of the MCP protocol, describes how authentication operates with the Yardi Matrix MCP server, details the available MCP tools, and presents example agent interactions.
1. What Is the Model Context Protocol (MCP)?
The Model Context Protocol (MCP) is an open, standardized protocol introduced by Anthropic to connect AI assistants to external systems such as business tools, data repositories, and development environments. MCP offers a universal and secure method for AI models to discover and invoke tools and retrieve contextual data, eliminating the need for custom integrations for each system.
According to Anthropic, MCP operates as a client–server protocol. MCP servers are responsible for exposing tools, data, and resources, while MCP clients—such as AI agents or applications—discover and invoke these capabilities. Communication between clients and servers occurs over a structured, two-way interface, as opposed to ad-hoc APIs.
MCP is designed to replace fragmented integrations with a single open standard, reducing complexity and improving reliability when connecting AI systems to real-world data and actions.
Why MCP Matters for Yardi Matrix
Standardized AI access to Yardi data and workflows
Secure, auditable tool invocation by AI agents
Reduced integration overhead for new tools and services
Future-proof compatibility with MCP-aware AI platforms
2. Authentication with Yardi Matrix MCP Server and YardiOne
This section outlines the authentication process required for clients before they can invoke tools or access resources on the Yardi Matrix MCP server.
Authentication Overview
Yardi Matrix MCP uses YardiOne to authenticate between the MCP clients such as Claude and the MCP server to ensure that only authorized users can connect. Tool access is limited to permitted capabilities, and all interactions are traceable and auditable.
Authentication Flow (High Level)
Claude Desktop app initiates a connection to the Yardi Matrix MCP server.
Claude presents the YardiOne screen for the user to enter authentication credentials.
Server validates credentials and applies authorization policies.
MCP session is established with scoped permissions.
3. MCP Tools Provided by Yardi Matrix
The Yardi Matrix MCP server exposes a collection of MCP tools that AI agents can dynamically discover and invoke. Each tool is described using MCP’s standardized schema, including its purpose, required inputs, and expected outputs.
# | Tool Title | Tool Name (API) | Category | Description |
1 | Portfolio Performance Benchmark | Portfolio_Performance_Benchmark_Comparison | Portfolio & Benchmarking | Compare property or portfolio performance based on owner/manager against market/submarket benchmarks across renewal rent, NOI, and turnover metrics |
2 | Rent Growth Submarket Comparison | Rent_Growth_Submarket_Comparison | Portfolio & Benchmarking | Advanced rent growth comparison including PropertyYoYRentChange vs SubMarketYoYRentChange vs competitive set analysis for properties or portfolios |
3 | Distressed Asset Identifier | Role_1_Distressed_Asset | Risk & Distress Screening | Identify stressed multifamily assets based on loan maturity, occupancy rates, and property fundamentals |
4 | GSE Loan Watch | Role_1_GSE_Loan_Watch | Risk & Distress Screening | Identify GSE (Government Sponsored Enterprise) loans on watch list based on risk indicators |
5 | Late Cycle Construction Risk | Role_1_Late_Cycle_Construction | Risk & Distress Screening | Identify late cycle construction starts and properties with construction loans due |
6 | Low DSCR Identifier | Role_1_Low_DSCR_Identifier | Risk & Distress Screening | Identify properties with low DSCR not otherwise captured in distressed asset analysis |
7 | Maturing Loans 2024-25 | Role_1_Maturing_Loans_24_25 | Acquisition Opportunities | Identify properties with loans maturing in 2024/2025 for acquisition opportunities |
8 | Slow Lease-Ups | Role_1_Slow_Lease_Ups | Acquisition Opportunities | Identify properties with slow lease-up performance indicating acquisition opportunities |
9 | LIHTC Success Selector | Role_2_LIHTC_Success_Selector | Affordable Housing & Loan Analysis | Identifies MSAs and markets best suited for LIHTC success based on market stability, rent growth, and competition |
10 | Acquisition Candidates: Assumable Debt | Role_3_Acquisition_Candidates_Assumable_Debt | Acquisition Opportunities | Finds properties with assumable debt and low inventory growth forecasts, ideal for acquisition opportunities |
11 | Best Demonstrated Practice | best_demonstrated_practice | Portfolio & Benchmarking | Internal portfolio benchmarking — compare individual properties against their own portfolio's performance to identify best practices |
12 | Calculate Risk Scores | calculate_risk_scores | Risk & Distress Screening | Calculate comprehensive risk scores for all properties using multiple risk factors |
13 | Compare Metros | compare_metros_timeseries | Market & Timeseries | Compare multiple metros across time series metrics |
14 | Execute SQL Query | execute_sql | Direct SQL | Execute a SQL SELECT query against Microsoft SQL Server database |
15 | Financial Forecast | fetch_financial_forecast | Property Deep Dive | Get financial and/or forecast data for a specific property (DSCR, loan details, NOI, rent growth, risk flags) |
16 | Property Demographics | fetch_property_demographics | Property Deep Dive | Get demographic data for a property including population, income, education, and housing stats |
17 | Property Unit Mix | fetch_property_unit_mix | Property Deep Dive | Get unit mix and rent data for a specific property with optional trend history |
18 | Find Distressed Assets | find_distressed_assets | Risk & Distress Screening | Find high-risk properties based on DSCR and occupancy thresholds |
19 | Market Intelligence Report | generate_market_intelligence_report | Market & Timeseries | Generate comprehensive market intelligence report with professional formatting for a given market |
20 | Dataset Summary | get_dataset_summary | Discovery & Search | Get comprehensive summary of the Matrix Virtuoso dataset scope and coverage |
21 | Get Property IDs | get_property_ids | Discovery & Search | Helper tool to get property IDs from data based on name or market criteria |
22 | Query Guidance | get_query_guidance | Discovery & Search | Get specific guidance and examples for querying the database, including required filters |
23 | Database Schema Info | get_schema_info | Discovery & Search | Get comprehensive information about available database tables, columns, and relationships |
24 | Time Series Summary | get_timeseries_summary | Discovery & Search | Get comprehensive summary and data catalog of available timeseries data including metro coverage |
25 | Time Series Trends | get_timeseries_trends | Market & Timeseries | Analyze trends and patterns in time series data including growth rates and seasonal patterns |
26 | Loan Maturity Analysis | loan_maturity_analysis | Affordable Housing & Loan Analysis | Analyze loan maturities and refinancing needs across the portfolio, grouped by market, loan type, or lender |
27 | Market Analysis | market_analysis | Market & Timeseries | Analyze market performance and statistics for one market or all markets |
28 | Portfolio Market Comparison | portfolio_market_comparison | Portfolio & Benchmarking | Compare portfolio performance against market and submarket benchmarks across key metrics |
29 | Query Time Series Data | query_timeseries_data | Market & Timeseries | Query time series data with filtering and aggregation options for any available metric |
30 | Search by Owner | search_by_owner | Discovery & Search | Search properties by owner name or analyze ownership concentration and portfolio spread |
31 | Search Data Types | search_data_types | Discovery & Search | Search for available data types by keyword or category to discover what timeseries metrics are available |
32 | Search Properties | search_properties | Discovery & Search | Search and filter properties by name, market, owner, manager, DSCR, occupancy, units, vintage, and more |
33 | Validate Data Quality | validate_data_quality | Discovery & Search | Validate data quality and identify potential issues or gaps in the dataset |
4. Yardi Matrix MCP Tools: User Prompts & Sample Output
1. Portfolio Performance Benchmark
User Prompt: How is Greystar performing compared to the market across its Sun Belt portfolio?
Agent Output
Greystar — Sun Belt Portfolio vs. Market Benchmark
Analyzing Greystar's performance as manager across Sun Belt markets...
Metric Greystar Market Avg Variance
──────────────────────────────────────────────────────────────
Renewal Rent Growth 4.8% 3.9% +0.9% ▲
NOI Margin 52.3% 49.1% +3.2% ▲
Turnover Rate 34.2% 38.7% -4.5% ▼ (better)
Occupancy 94.1% 92.8% +1.3% ▲
Key Findings:
• Greystar outperforms the Sun Belt market average on all four tracked metrics.
• Renewal rent growth of +4.8% exceeds market by 90 basis points.
• Turnover rate is 4.5 percentage points below market — indicating strong retention.
• Top performer: The Wren (Austin, TX) — NOI margin of 57.1%, renewal rent +6.2%.
• Underperformer: Vail at Henderson (Las Vegas, NV) — occupancy 89.4%, NOI 44.3%.
Key Findings:
• Greystar outperforms the Sun Belt market average on all four tracked metrics.
• Renewal rent growth of +4.8% exceeds market by 90 basis points.
• Turnover rate is 4.5 percentage points below market — indicating strong retention.
• Top performer: The Wren (Austin, TX) — NOI margin of 57.1%, renewal rent +6.2%.
• Underperformer: Vail at Henderson (Las Vegas, NV) — occupancy 89.4%, NOI 44.3%.
2. Rent Growth Submarket Comparison
User Prompt: Show me how Camden Property Trust's rent growth compares to its submarkets and competitive set.
Agent Output
Camden Property Trust — Rent Growth vs. Submarket & Comp Set
Running rent growth analysis for Camden Property Trust (owner)...
Property Submarket Camden YoY Sub YoY Comp Set Delta vs Sub
───────────────────────────────────────────────────────────────────────────────────
Camden Buckhead Atlanta NE +3.2% +2.7% +2.9% +0.5% ▲
Camden South End Charlotte Core +4.1% +3.8% +3.5% +0.3% ▲
Camden Brickell Miami CBD +5.8% +6.4% +6.1% -0.6% ▼
Camden Design District Dallas Uptown +2.9% +1.8% +2.2% +1.1% ▲
Portfolio Summary:
• 3 of 4 highlighted properties are outpacing their respective submarket averages.
• Miami Brickell (-0.6% vs submarket) is the lone underperformer in rent growth.
• Strongest outperformance: Dallas Uptown property at +1.1% above submarket YoY.
3. Distressed Asset Identifier
User Prompt: Find me distressed multifamily assets in the Dallas–Fort Worth market.
Agent Output
Distressed Asset Identifier— Dallas–Fort Worth
Screening Dallas–Fort Worth for distressed multifamily assets (DSCR < 1.2, Occupancy < 85%)...
Found 6 distressed assets:
Property Units DSCR Occupancy Loan Maturity Risk Level
────────────────────────────────────────────────────────────────────────────────────
Pinnacle at Cypress 312 0.88 82.1% Jun 2025 CRITICAL
The Reserve at Garland 228 1.04 83.7% Sep 2024 HIGH
Lakeview Commons 186 0.97 79.4% Dec 2025 CRITICAL
Sunset Ridge Apartments 144 1.11 84.2% Mar 2026 ELEVATED
Park at Ridgewood 408 1.08 81.9% Aug 2025 HIGH
Willowbrook Estates 264 1.15 83.4% Nov 2025 ELEVATED
Summary: 3 CRITICAL assets with DSCR < 1.0 and near-term loan maturities — likely
motivated sellers. Pinnacle at Cypress and Lakeview Commons present the highest urgency
given sub-1.0 DSCR and 2025 maturities.
4. GSE Loan Watch
User Prompt: Which Fannie Mae and Freddie Mac multifamily loans are currently on the watch list?
Agent Output
GSE Loan Watch List — Fannie Mae & Freddie Mac
Pulling GSE watch list for Fannie Mae and Freddie Mac (risk threshold: 0.7)...
GSE Type Property Market Risk Score DSCR Occupancy
──────────────────────────────────────────────────────────────────────────────────────
Fannie Mae The Villas at Mesa Phoenix, AZ 0.84 1.07 83.2%
Fannie Mae Bridgewater Crossing Atlanta, GA 0.78 1.13 85.8%
Freddie Mac Harbor Point Residences Tampa, FL 0.91 0.96 81.4%
Freddie Mac Creekside Village Denver, CO 0.75 1.18 86.1%
Fannie Mae Northgate Commons Charlotte, NC 0.72 1.21 88.3%
5 loans flagged. Harbor Point Residences carries the highest risk score (0.91) with
sub-1.0 DSCR — likely a candidate for special servicing. Recommend prioritizing this
asset for immediate review.
5. Late Cycle Construction Risk
User Prompt: Show me late-cycle construction projects in Austin with loans coming due.
Agent Output
Late-Cycle Construction Risk — Austin, TX
Scanning Austin for construction starts 2022+ with loan maturities due...
Property Units Start Year Loan Maturity Occupancy Status
────────────────────────────────────────────────────────────────────────────────────
Novel South Congress 342 2022 Aug 2025 71.4% LEASE-UP
The Aldrich Domain North 286 2023 Mar 2026 58.2% LEASE-UP
Broadstone Eastside 412 2022 Nov 2025 79.8% SLOW
Hanover Republic Square 224 2023 Jun 2026 62.1% LEASE-UP
AMLI 5th Street 318 2022 Oct 2025 67.3% SLOW
All 5 properties are in active lease-up or experiencing slow absorption. Combined with
near-term construction loan maturities, these assets represent elevated refinancing risk
as developers will likely need to refinance before stabilization. Novel South Congress
and AMLI 5th Street face the tightest timelines.
6. Low DSCR Identifier
User Prompt: Find properties with DSCR between 1.0 and 1.25 in the Southeast that haven't been flagged as distressed yet.
Agent Output
Pre-Distressed Asset Identifier — Southeast (Excludes Known Distressed)
Screening Southeast markets for DSCR < 1.25 (excluding already-distressed assets)...
Property Market DSCR Occupancy Loan Maturity
──────────────────────────────────────────────────────────────────────────────
The Monroe at Perimeter Atlanta, GA 1.22 90.4% Apr 2026
Ashford Green Nashville, TN 1.19 88.7% Jul 2026
Retreat at Palmetto Bay Miami, FL 1.17 91.2% Jan 2027
Summit at Concord Mills Charlotte, NC 1.24 89.9% Sep 2026
Harbor Lights Tampa, FL 1.14 87.6% Nov 2025
5 pre-distressed assets identified. These properties are not yet flagged as distressed
but show DSCR compression that warrants monitoring. Harbor Lights (Tampa) has the lowest
DSCR at 1.14 with a Nov 2025 maturity — earliest watch priority.
7. Maturing Loans 2024-25
User Prompt: Find properties in Phoenix with loans maturing in 2024 or 2025 and assess their refinancing risk.
Agent Output
Maturing Loans 2024–2025 — Phoenix, AZ (with Refinancing Risk Assessment)
Identifying Phoenix properties with loan maturities in 2024–2025...
Property Units Loan Maturity DSCR Occupancy Refi Risk
────────────────────────────────────────────────────────────────────────────────────
Desert Ridge Apartments 284 Mar 2025 0.92 81.3% CRITICAL
Arcadia Place 196 Jun 2025 1.08 88.4% HIGH
The Palms at Tempe 322 Aug 2025 1.21 91.7% MODERATE
Sunstone at Chandler 248 Oct 2025 1.31 93.2% LOW
Camelback Crossing 410 Dec 2024 1.03 84.1% HIGH
5 properties identified. Desert Ridge Apartments is the highest priority with sub-1.0
DSCR, below-threshold occupancy, and a March 2025 maturity — refinancing at current rates
would be extremely challenging. Camelback Crossing also warrants attention given its
December 2024 maturity and borderline DSCR of 1.03.
8. Slow Lease-Ups
User Prompt: Which recently delivered properties in Denver are struggling with lease-up? Show me market context.
Agent Output
Slow Lease-Up Properties — Denver, CO
Scanning Denver for recently delivered properties with slow lease-up (YoY occ. change < -10%, occ. < 90%)...
Property Units Delivered Occupancy YoY Change Submarket Avg
──────────────────────────────────────────────────────────────────────────────────────
Nexus RiNo 286 Q1 2023 67.4% -14.2% +1.8%
The Huxley Uptown 324 Q3 2022 72.1% -11.8% +0.9%
Modera LoDo 412 Q2 2023 74.8% -13.1% +1.2%
Broadstone Congress Park 198 Q4 2022 78.3% -10.4% +0.7%
Market Context: Denver's overall lease-up pace has slowed materially as 6,800+ units
were delivered in 2022–2023. Nexus RiNo shows the steepest occupancy decline at -14.2%
against a submarket that grew +1.8% — indicating property-specific operational issues
beyond market headwinds. Potential value-add acquisition opportunity.
9. LIHTC Success Selector
User Prompt: Which MSAs in the Southeast are best suited for LIHTC development right now? Focus on market stability.
Agent Output
LIHTC Market Selector — Southeast MSAs (Stability-Weighted)
Scoring Southeast MSAs for LIHTC success (stability weight: 0.7, min 1,000 units)...
Rank MSA LIHTC Score Stability Rent Growth Competition
────────────────────────────────────────────────────────────────────────────────────
1 Greenville, SC 87.4 High +3.1% Low
2 Huntsville, AL 84.2 High +3.8% Low
3 Columbia, SC 82.9 High +2.7% Low-Med
4 Chattanooga, TN 81.1 High +2.9% Low
5 Augusta, GA 79.6 Med-High +2.4% Low
6 Knoxville, TN 78.3 High +2.2% Low
7 Savannah, GA 77.8 Med-High +3.3% Med
8 Baton Rouge, LA 76.4 Med-High +2.0% Low-Med
Recommendation: Greenville and Huntsville lead the Southeast LIHTC rankings with
strong stability scores and low competition. Both markets have experienced consistent
rent growth without oversupply, creating favorable conditions for LIHTC absorption.
10. Acquisition Candidates: Assumable Debt
User Prompt: Find me acquisition targets with assumable debt under 5% in markets with limited new supply coming.
Agent Output
Acquisition Candidates — Assumable Debt ≤ 5% in Supply-Constrained Markets
Screening for assumable debt ≤ 5% interest rate, 1yr inv. growth < 5%, 2yr growth < 10%...
Property Market Units Rate DSCR Rating 1yr Inv.
──────────────────────────────────────────────────────────────────────────────────────────
Meridian at Mueller Austin, TX 318 3.82% 1.34 7/10 3.2%
The Addison at Perimeter Atlanta, GA 244 4.15% 1.28 8/10 2.9%
Lofts at Sawyer Yards Houston, TX 196 3.67% 1.41 7/10 4.1%
Elan City Lights Dallas, TX 286 4.48% 1.22 6/10 3.8%
Novel Turtle Creek Dallas, TX 214 3.94% 1.37 8/10 3.4%
Top Pick: Meridian at Mueller (Austin) — 3.82% assumable rate, DSCR 1.34, and a supply-
constrained submarket with only 3.2% inventory growth forecast. The 91bp rate advantage
vs current market rates represents significant structural value for a buyer.
11. Best Demonstrated Practice
User Prompt: Which properties in our portfolio are outperforming peers on NOI margin and renewal rate? Show me the top quartile.
Agent Output
Best Demonstrated Practice — Internal Portfolio Benchmark
Benchmarking portfolio: comparing each property against portfolio median...
Property Market NOI Margin Renewal Rate Occupancy Rank
────────────────────────────────────────────────────────────────────────────────────────
Broadstone Midtown Atlanta, GA 58.4% 74.2% 96.1% #1
The Ashton at Harbor Bay Tampa, FL 56.9% 71.8% 95.3% #2
Novel Peachtree Atlanta, GA 55.7% 70.4% 94.8% #3
The Wren Austin, TX 55.1% 69.9% 94.2% #4
Ovation at Arrowhead Phoenix, AZ 54.3% 68.7% 93.7% #5
Top 5 portfolio performers identified. Broadstone Midtown leads with 58.4% NOI margin
and 74.2% renewal rate — 6.2 points and 9.4 points above portfolio median respectively.
Common factor: all top performers have stabilized occupancy above 93% and active
revenue management programs. Recommend sharing operational practices across portfolio.
12. Calculate Risk Scores
User Prompt: Run a comprehensive risk assessment across our entire portfolio. Flag anything above a 0.7 risk score.
Agent Output
Comprehensive Risk Score Analysis — Full Portfolio
Calculating risk scores across all factors: DSCR, occupancy, loan maturity, rent growth...
Property Market Risk Score DSCR Occ. Mat. Flag
──────────────────────────────────────────────────────────────────────────────────────
Lakeview Commons Dallas, TX 0.93 0.97 79.4% Dec-25 CRITICAL
Harbor Point Residences Tampa, FL 0.91 0.96 81.4% Mar-26 CRITICAL
Pinnacle at Cypress Dallas, TX 0.88 0.88 82.1% Jun-25 CRITICAL
The Reserve at Garland Dallas, TX 0.82 1.04 83.7% Sep-24 HIGH
Camelback Crossing Phoenix, AZ 0.79 1.03 84.1% Dec-24 HIGH
Desert Ridge Apartments Phoenix, AZ 0.77 0.92 81.3% Mar-25 HIGH
6 properties flagged above 0.7 risk threshold. 3 CRITICAL assets have sub-1.0 DSCR
combined with near-term loan maturities — these represent the most urgent action items.
Remaining portfolio (27 properties) scores below 0.65 risk threshold with stable
fundamentals. Recommend quarterly re-scoring cadence for flagged properties.
13. Compare Metros
User Prompt: Compare rent growth trends across Austin, Denver, and Phoenix over the last 3 years.
Agent Output
Metro Rent Growth Comparison — Austin vs. Denver vs. Phoenix (3-Year)
Pulling time series rent data for Austin, Denver, and Phoenix (2022-2024)...
Year Quarter Austin YoY Denver YoY Phoenix YoY National Avg
────────────────────────────────────────────────────────────────────────
2022 Q1 +12.4% +14.2% +16.8% +11.3%
2022 Q3 +9.8% +11.7% +13.1% +9.2%
2023 Q1 +4.2% +1.8% +2.9% +3.4%
2023 Q3 +1.1% -1.4% +0.7% +1.2%
2024 Q1 -0.8% -2.9% -1.2% -0.4%
2024 Q3 +0.4% -1.1% +0.3% +0.6%
All three metros followed similar trajectories: peak growth in 2022 driven by pandemic
demand surge, rapid deceleration through 2023, and mild negative corrections in early
2024 due to heavy supply deliveries. Denver shows the most persistent softness at
-2.9% in Q1 2024. Austin and Phoenix are stabilizing and trending toward recovery.
14. Execute SQL Query
User Prompt: Run a SQL query to find all multifamily properties in Texas with more than 300 units and occupancy above 90%.
Agent Output
SQL Query Results — Texas Properties (300+ Units, Occupancy > 90%)
Executing: SELECT PropertyName, Market, Units, Occupancy, DSCR FROM Properties
WHERE State = 'TX' AND Units > 300 AND Occupancy > 0.90 ORDER BY Units DESC
PropertyName Market Units Occupancy DSCR
────────────────────────────────────────────────────────────────────
The Domain at Barton Creek Austin 612 93.4% 1.38
Elan Westside Houston 524 91.8% 1.29
Camden Travis Street Houston 487 92.6% 1.31
Arium Grandview Dallas 456 90.7% 1.24
Broadstone Midtown Dallas 412 94.2% 1.41
The Ashby High Rise Houston 388 91.4% 1.27
Cortland River Oaks Houston 347 93.1% 1.35
Arrive Katy Houston 321 90.3% 1.22
8 rows returned in 0.42 seconds.
Query returned 8 properties across 3 Texas metros. Houston leads with 5 qualifying
properties, followed by Dallas (2) and Austin (1). The Domain at Barton Creek is
the largest at 612 units with a healthy DSCR of 1.38. All 8 properties maintain
DSCR above 1.2, indicating strong debt service coverage across this cohort.
15. Financial Forecast
User Prompt: Pull the financial forecast for Broadstone Midtown in Atlanta — I need DSCR, NOI, and 12-month rent growth projection.
Agent Output
Financial Forecast — Broadstone Midtown, Atlanta, GA
Fetching financial forecast data for Broadstone Midtown (Property ID: ATL-0482)...
Current Financials:
NOI (Trailing 12M): $4,218,400
NOI Margin: 58.4%
DSCR (Current): 1.41
Debt Service (Annual): $2,991,000
Loan Balance: $38,200,000
Loan Maturity: August 2028
Loan Type: Fannie Mae
Interest Rate: 3.95%
12-Month Forecast:
Projected NOI: $4,394,000 (+4.2%)
Projected DSCR: 1.47 (+0.06)
Rent Growth Forecast: +3.8%
Occupancy Forecast: 95.1%
Risk Flag: NONE
Broadstone Midtown presents a strong financial profile with improving fundamentals.
DSCR is projected to expand to 1.47 over the next 12 months, well above distress
thresholds. The 2028 loan maturity provides runway, and the 3.95% fixed rate offers
significant below-market advantage. No risk flags identified.
16. Property Demographics
User Prompt: Give me a demographic profile for Harbor Point Residences in Tampa — income, education, and housing stats.
Agent Output
Property Demographics — Harbor Point Residences, Tampa, FL
Fetching demographic data for Harbor Point Residences (1-mile, 3-mile, 5-mile radius)...
Metric 1-Mile 3-Mile 5-Mile
──────────────────────────────────────────────────────────────
Median Household Income $74,200 $68,400 $62,100
Median Renter Income $52,800 $48,700 $44,200
Population (2024 est.) 18,400 87,300 214,600
5yr Population Growth +4.2% +3.8% +3.1%
Renter Occupied Units 61.4% 54.7% 49.2%
Bachelor Degree or Higher 48.3% 42.1% 36.8%
Median Age 33.2 34.8 36.1
Unemployment Rate 4.1% 4.6% 5.2%
The 1-mile trade area skews young (median age 33), educated (48% college+), and
renter-dominant (61% renter-occupied). Median renter income of $52,800 supports
rents in the $1,320-$1,760/mo range (30% income threshold). Population growth
trend of +4.2% within 1-mile indicates continued demand fundamentals.
17. Property Unit Mix
User Prompt: Show me the unit mix and current rents for The Domain at Barton Creek in Austin, with 12-month trend.
Agent Output
Unit Mix & Rent Data — The Domain at Barton Creek, Austin, TX
Fetching unit mix and rent trends for The Domain at Barton Creek (Property ID: AUS-0187)...
Unit Type Units Avg SF Asking Rent Eff. Rent Occupancy YoY Chg
──────────────────────────────────────────────────────────────────────────────
Studio 48 512 $1,420 $1,385 91.7% +1.2%
1BR/1BA 198 748 $1,890 $1,847 93.8% +0.8%
1BR/1BA+D 84 864 $2,050 $2,001 94.1% +1.4%
2BR/2BA 196 1,142 $2,580 $2,512 93.2% +0.6%
2BR/2BA+D 62 1,284 $2,790 $2,718 92.3% +0.4%
3BR/2BA 24 1,520 $3,410 $3,326 91.7% +0.9%
Total/Avg 612 964 $2,190 $2,135 93.4% +0.9%
The 1BR/1BA unit type is the most in-demand tier (93.8% occupancy) and contributes
the largest revenue share. Studio units show the highest relative rent growth at
+1.2% YoY. Overall portfolio effective rent of $2,135 is tracking in line with
Austin submarket averages. No meaningful concession activity observed.
18. Find Distressed Assets
User Prompt: Find all properties nationally with DSCR below 1.0 and occupancy under 80%. Rank by urgency.
Agent Output
Distressed Asset Finder — National Screen (DSCR < 1.0, Occupancy < 80%)
Screening full national database: DSCR < 1.0 AND Occupancy < 80%...
Property Market DSCR Occ. Maturity Urgency
──────────────────────────────────────────────────────────────────────────────────
Pinnacle at Cypress Dallas, TX 0.88 79.4% Dec-2025 CRITICAL
Harbor Point Residences Tampa, FL 0.96 78.8% Mar-2026 CRITICAL
Lakeview Commons Dallas, TX 0.97 79.1% Jun-2025 CRITICAL
Sunset Pines Las Vegas, NV 0.91 77.3% Aug-2025 CRITICAL
The Ashford at Mesa Phoenix, AZ 0.94 78.4% Oct-2025 HIGH
Creekside Manor Atlanta, GA 0.98 79.8% Jan-2026 HIGH
Willowbrook Commons Houston, TX 0.99 79.3% Feb-2026 HIGH
7 properties meet criteria across 5 markets.
4 CRITICAL assets have overlapping sub-1.0 DSCR, sub-80% occupancy, and loan
maturities within 12 months — perfect storm conditions for distressed sales.
Dallas and Phoenix are the highest-concentration markets. Sunset Pines (Las Vegas)
stands out with 77.3% occupancy — the lowest in the cohort — suggesting acute
operational distress beyond financing pressure.
19. Market Intelligence Report
User Prompt: Generate a full market intelligence report for the Nashville multifamily market.
Agent Output
Market Intelligence Report — Nashville, TN Multifamily
Generating comprehensive market intelligence report for Nashville, TN...
NASHVILLE MULTIFAMILY MARKET OVERVIEW
Report Date: Q4 2024 | Data Source: Yardi Matrix
Supply & Demand:
Total Inventory: 128,400 units (+3.1% YoY)
Units Under Construction: 12,800 units (10.0% of stock)
Deliveries (TTM): 8,200 units
Absorption (TTM): 7,100 units
Supply/Demand Ratio: 0.87 (demand lagging supply)
Rent Trends:
Avg Asking Rent: $1,742/mo (+2.4% YoY)
Effective Rent: $1,698/mo (+1.9% YoY)
Concessions: 1.4% of asking rent
Occupancy:
Market Average: 91.2% (-1.1pp YoY)
Stabilized Assets: 93.8%
Lease-Up Assets: 79.4%
Top Performing Submarkets:
1. Germantown / Salemtown — Occ: 95.2%, Rent: $2,180, Growth: +4.1%
2. The Gulch / SoBro — Occ: 94.1%, Rent: $2,340, Growth: +3.8%
3. East Nashville — Occ: 93.7%, Rent: $1,890, Growth: +3.2%
Nashville faces moderate near-term supply pressure with 12,800 units under construction
(10% of stock). Absorption is lagging supply, contributing to a -1.1pp occupancy
decline. However, urban core submarkets (Germantown, Gulch) remain resilient with
sub-5% vacancy. Long-term employment fundamentals (healthcare, tech, corporate
relocations) support continued demand recovery through 2025-2026.
20. Dataset Summary
User Prompt: Give me an overview of what data is available in Yardi Matrix — coverage, markets, and metrics.
Agent Output
Yardi Matrix Dataset Summary — Coverage & Scope
Loading dataset summary for Yardi Matrix Virtuoso...
Property Coverage:
Total Properties Tracked: 87,400+
Multifamily Units Covered: 13.2 million
Geographic Coverage: All 50 states, 400+ MSAs
Property Size Range: 5 units to 6,000+ units
Vintage Range: Pre-1970 through 2025 (YTD)
Data Categories Available:
Rent & Occupancy: Monthly asking and effective rents, occupancy
Financial: DSCR, NOI, loan details, maturity dates
Transactions: Sale prices, cap rates, buyer/seller info
Construction: Permits, starts, deliveries, pipeline
Demographics: Population, income, education (1/3/5-mile)
Ownership: Owner and manager names, portfolio mapping
Time Series: Monthly data back to 2012 for major metros
Loan Data:
Total Loans Tracked: 42,000+
Loan Types: Fannie Mae, Freddie Mac, CMBS, Bank, Life Co
Maturity Coverage: 2024 through 2040+
Yardi Matrix provides one of the most comprehensive multifamily datasets available,
covering 87,400+ properties and 13.2 million units across all major US markets.
Monthly time series data back to 2012 enables robust trend analysis. Loan and
ownership data layers add unique intelligence for acquisition and risk workflows.
21. Get Property IDs
User Prompt: Find the property IDs for all Camden Property Trust assets in the Charlotte market.
Agent Output
Property ID Lookup — Camden Property Trust, Charlotte, NC
Searching for Camden Property Trust properties in Charlotte market...
Property Name UPropertyID Units Submarket Status
────────────────────────────────────────────────────────────────────────────────────────
Camden South Charlotte 1358141 420 32 - Ballantyne - Providence Under Construction
Camden Ballantyne 78012 400 32 - Ballantyne - Providence Completed
Camden NoDa 861744 385 8 - Tryon Hills Completed
Camden Sedgebrook 77824 368 27 - Huntersville Completed
Camden Blakeney 1394647 349 32 - Ballantyne - Providence Under Construction
Camden Gallery 78738 323 14 - Southside Park Completed
Camden Stonecrest 78013 306 32 - Ballantyne - Providence Completed
Camden South End 77954 299 7 - Third Ward - Lakewood Completed
Camden Grandview 77951 294 2 - Uptown Completed
Camden Southline 78739 266 6 - Myers Park Completed
Camden Foxcroft 77950 256 12 - Foxcroft Completed
Camden Cotton Mills 77691 180 2 - Uptown Completed
Camden Dilworth 77948 145 6 - Myers Park Completed
Camden Fairview 77949 135 12 - Foxcroft Completed
Camden Touchstone 77987 132 23 - Pineville Completed
15 properties found (13 completed, 2 under construction). Total: 4,258 units.
Use UPropertyID values above with fetch_financial_forecast, fetch_property_unit_mix,
and fetch_property_demographics for property-level analysis.
15 Camden Property Trust assets confirmed in the Charlotte market totaling 4,258 units. 13 completed and 2 under construction (Camden South Charlotte, 420 units; Camden Blakeney,349 units). Ballantyne - Providence is the most concentrated submarket with 4 properties.
22. Query Guidance
User Prompt: Show me how rents have moved at Camden South End over the past year, broken down by unit type.
Agent Output
Rent Trend by Unit Type — Camden South End, Charlotte, NC (Mar 2025 – Mar 2026)
Resolving query approach for unit-type rent trends...
get_query_guidance: unit mix rents by property over time
> Table: dbo.UnitMixRents | Required filters: upropertyid + period
get_property_ids: property_name=Camden South End, market=Charlotte
> UPropertyID: 77954
Unit Type Units Mar-25 Jun-25 Sep-25 Dec-25 Mar-26 YoY Δ
────────────────────────────────────────────────────────────────────────────────
Studio (599 sqft) 18 $1,551 $1,463 $1,521 $1,531 $1,447 -6.7%
One Bedroom (814 sqft) 183 $1,719 $1,778 $1,699 $1,659 $1,587 -7.7%
Two Bed/1.5 Bath (1009sf) 1 $2,182 $2,400 $2,169 $2,074 $2,010 -7.9%
Two Bed/2 Bath (1190 sqft) 97 $2,317 $2,527 $2,421 $2,367 $2,351 +1.5%
────────────────────────────────────────────────────────────────────────────────
Weighted Avg (299 units) $1,904 $2,004 $1,924 $1,882 $1,828 -4.0%
Peak: Jun-25 at $2,004 (portfolio avg). Current: $1,828 as of Mar-26.
Data sourced from Yardi Matrix (UPropertyID 77954). 66 months of history available.
Rents at Camden South End peaked in June 2025 and declined -4.0% year-over-year by
March 2026. Two Bed/2 Bath is the only unit type showing positive YoY growth (+1.5%),
while Studios and One Bedrooms softened the most (-6.7% and -7.7% respectively).
The 2BR/2BA tier (97 units, 32% of the building) is anchoring overall performance.
23. Database Schema Info
User Prompt: Camden South End's weighted average rent dropped from $1,904 in March 2025 to $1,828 in March 2026 — is that based on asking rents or effective rents, and how is the weighted average calculated?
Agent Output
Database Schema — Rents Tables
Checking data definitions via get_schema_info...
Consulting get_query_guidance for rent field definitions...
> Rent figures in dbo.UnitMixRents (field: monthlyrent) represent asking rents
(advertised/listed rent), not effective rents (net of concessions or discounts).
Weighted average calculation (confirmed from fetch_property_unit_mix response):
Weighted Avg Rent = SUM(unit_type_rent x unit_count) / total_units
Studio: 18 units x $1,447 = $26,046
One Bedroom: 183 units x $1,587 = $290,421
2BR/1.5BA: 1 unit x $2,010 = $2,010
2BR/2BA: 97 units x $2,351 = $228,047
──────────────────────────
Total: 299 units = $546,524 / 299 = $1,827.84
Reported weighted avg: $1,827.84 ✓ Matches API output.
Note: Yardi Matrix tracks asking rent only. Effective rent (after concessions)
is not available at the unit-type level in this dataset.
The $1,904 → $1,828 movement reflects asking rent, not effective rent. The weighted
average is unit-count weighted across the four unit types in the property. One Bedrooms (183 of 299 units, 61% of the building) dominate the calculation.
24. Time Series Summary
User Prompt: What time series metrics are available for multifamily markets? I want to understand the full data catalog.
Agent Output
Time Series Data Catalog — Yardi Matrix Multifamily
Loading time series catalog and metro coverage...
Available Time Series Metrics:
Rent Metrics:
asking_rent Monthly average asking rent (per unit)
effective_rent Monthly average effective rent (net of concessions)
rent_growth_yoy Year-over-year effective rent change (%)
concession_rate Concessions as % of asking rent
Occupancy Metrics:
occupancy_rate Monthly average physical occupancy
absorption_units Net units absorbed (monthly)
Supply Metrics:
units_under_const Units currently under construction
units_delivered Units delivered (monthly/quarterly)
inventory_growth_yoy YoY inventory growth (%)
Financial Metrics (quarterly):
noi_margin Net operating income margin
dscr_avg Portfolio average DSCR
Metro Coverage: 420 MSAs with full monthly history
Data Start Date: January 2012 (major metros); 2016 (secondary markets)
Update Frequency: Monthly (rents/occupancy); Quarterly (financials)
Yardi Matrix offers 10 core time series metrics across 420 metros, with rent and
occupancy data available monthly back to 2012. This enables 12-year trend analysis
covering multiple market cycles. Financial metrics (NOI, DSCR) are reported
quarterly. Use query_timeseries_data to pull any metric for any market.
25. Time Series Trends
User Prompt: Analyze the occupancy trend for the Miami market over the past 2 years and flag any inflection points.
Agent Output
Time Series Trend Analysis — Miami, FL Occupancy (2022-2024)
Analyzing occupancy trends for Miami metro (2022 Q1 through 2024 Q3)...
Period Occupancy QoQ Change YoY Change Trend Signal
──────────────────────────────────────────────────────────────────────
2022 Q1 96.1% +0.4% +2.8% PEAK
2022 Q3 95.8% -0.3% +2.1% PLATEAU
2023 Q1 94.2% -1.6% -1.9% INFLECTION ▼
2023 Q3 92.8% -1.4% -3.0% DECLINING
2024 Q1 91.9% -0.9% -2.3% STABILIZING
2024 Q3 92.4% +0.5% -0.4% RECOVERING ▲
Key Inflection Points:
▼ 2023 Q1: Occupancy broke below 95% — first sub-95% reading since 2019.
Catalyst: Surge in new supply deliveries (+9,200 units in 2022-2023).
▲ 2024 Q3: First positive QoQ reading in 6 quarters — recovery signal.
Catalyst: Absorption pace exceeding new deliveries for first time.
Miami occupancy peaked at 96.1% in Q1 2022 and declined 4.2 points through Q1 2024
as supply wave absorbed. The Q3 2024 inflection (+0.5% QoQ) signals the market is
turning, though YoY comparisons remain slightly negative. Monitor Q4 2024 data to
confirm recovery trend before underwriting aggressive rent growth assumptions.
26. Loan Maturity Analysis
User Prompt: Analyze all CMBS loans maturing in 2025-2026 in the Sun Belt. Group by market and flag refinancing risk.
Agent Output
Loan Maturity Analysis — CMBS, Sun Belt, 2025-2026
Analyzing CMBS loan maturities across Sun Belt markets (2025-2026)...
Market # Loans Total Exposure Avg DSCR High Risk Critical
──────────────────────────────────────────────────────────────────────────
Dallas, TX 48 $2.84B 1.18 12 4
Houston, TX 37 $1.97B 1.21 9 2
Atlanta, GA 31 $1.62B 1.24 7 1
Phoenix, AZ 28 $1.44B 1.16 11 3
Austin, TX 22 $1.18B 1.19 8 2
Tampa, FL 19 $0.94B 1.22 6 1
Charlotte, NC 14 $0.71B 1.31 3 0
Nashville, TN 11 $0.58B 1.28 4 0
Totals 210 $11.28B 1.20 60 13
210 CMBS loans totaling $11.28B mature across Sun Belt markets in 2025-2026.
Dallas and Phoenix show the highest concentration of critical risk (4 and 3 assets
respectively) with DSCR below 1.0. 60 loans (29%) are flagged high risk —
meaning refinancing at current rates will require equity infusion or loan
modification. Charlotte and Nashville show the healthiest average DSCR profiles.
27. Market Analysis
User Prompt: Run a full market analysis for the Seattle multifamily market — performance stats, supply pipeline, and outlook.
Agent Output
Market Analysis — Seattle, WA Multifamily
Running market analysis for Seattle metro (King, Snohomish, Pierce counties)...
MARKET PERFORMANCE SNAPSHOT
Total Inventory: 142,800 units
Avg Asking Rent: $2,184/mo (+1.8% YoY)
Avg Effective Rent: $2,106/mo (+1.2% YoY)
Market Occupancy: 93.1% (-0.7pp YoY)
Concession Rate: 3.2%
SUPPLY PIPELINE
Under Construction: 11,400 units (8.0% of stock)
Expected 2025 Deliveries: 5,200 units
Expected 2026 Deliveries: 4,800 units
Absorption Rate (TTM): 4,900 units/year
TOP SUBMARKETS BY RENT GROWTH
South Lake Union: $3,210/mo +4.2% YoY Occ: 95.8%
Capitol Hill: $2,480/mo +3.1% YoY Occ: 94.6%
Bellevue CBD: $2,890/mo +2.8% YoY Occ: 94.2%
OUTLOOK: Neutral — supply and demand near equilibrium, tech sector employment
stabilization limiting upside; urban core submarkets outperforming.
Seattle presents a balanced market with modest rent growth (+1.8%) and slight
occupancy softening from the supply pipeline. The 2025-2026 delivery schedule
matches trailing absorption, limiting further occupancy declines. South Lake Union
and Capitol Hill are standout submarkets. Risk-adjusted, Seattle is a hold market
with selective buy opportunities in core urban product.
28. Portfolio Market Comparison
User Prompt: How does our portfolio in the Denver market compare to broader market and submarket benchmarks?
Agent Output
Portfolio vs. Market Benchmark — Denver, CO
Benchmarking portfolio performance in Denver against market and submarket averages...
Metric Portfolio Market Avg Submarket Avg vs. Market
──────────────────────────────────────────────────────────────────────────
Avg Asking Rent $1,984 $1,847 $1,912 +7.4% ▲
Avg Effective Rent $1,928 $1,791 $1,861 +7.7% ▲
Occupancy Rate 93.8% 91.4% 92.6% +2.4pp ▲
Rent Growth YoY +1.8% -0.6% +0.4% +2.4pp ▲
Concession Rate 1.4% 3.8% 2.9% -2.4pp ▲
Avg DSCR 1.38 1.21 1.29 +0.17 ▲
Avg NOI Margin 55.2% 49.7% 52.1% +5.5pp ▲
Portfolio significantly outperforms Denver market across all seven tracked metrics.
Most notable outperformance: effective rent (+7.7% premium) and occupancy (+2.4pp)
achieved while running below-market concessions (1.4% vs. 3.8%). This suggests
portfolio assets are well-located and operationally superior. Maintain current
strategy; consider selectively increasing asking rents given occupancy cushion.
29. Query Time Series Data
User Prompt: Pull monthly effective rent and occupancy data for the Atlanta metro from January 2022 to December 2024.
Agent Output
Time Series Query — Atlanta, GA: Effective Rent & Occupancy (2022-2024)
Querying time series: Atlanta metro, metrics: effective_rent + occupancy_rate,
date range: 2022-01 through 2024-12, aggregation: monthly...
Month Eff. Rent MoM Chg Occupancy MoM Chg
────────────────────────────────────────────────────────────
Jan-2022 $1,618 +0.8% 94.8% +0.3pp
Apr-2022 $1,712 +1.4% 95.6% +0.2pp
Jul-2022 $1,784 +0.6% 95.2% -0.4pp
Oct-2022 $1,748 -0.4% 94.4% -0.5pp
Jan-2023 $1,724 -0.3% 93.7% -0.2pp
Apr-2023 $1,741 +0.4% 93.4% -0.1pp
Jul-2023 $1,758 +0.3% 93.1% -0.2pp
Oct-2023 $1,749 -0.2% 92.6% -0.3pp
Jan-2024 $1,736 -0.2% 92.2% -0.2pp
Apr-2024 $1,752 +0.5% 92.4% +0.1pp
Jul-2024 $1,771 +0.4% 92.8% +0.3pp
Oct-2024 $1,782 +0.3% 93.1% +0.2pp
36 months returned. Peak: Jul-2022 ($1,784 / 95.2%). Trough: Jan-2024
($1,736 / 92.2%). Recovery trajectory confirmed Q2-Q4 2024.
Atlanta followed a classic peak-to-trough-to-recovery pattern: peak rents in mid-2022,
gradual correction through 2023, and stabilization/recovery beginning Q2 2024.
The occupancy decline from 95.6% to 92.2% (-3.4pp) is consistent with Sun Belt
supply surge dynamics. Q4 2024 momentum (+0.3% MoM, +0.2pp occupancy) suggests
positive entry point for long-term underwriting.
30. Search by Owner
User Prompt: Show me all multifamily properties owned by Blackstone in the Sun Belt and their portfolio concentration.
Agent Output
Owner Search — Blackstone Sun Belt Portfolio
Searching for Blackstone-affiliated properties in Sun Belt markets...
Market Properties Units Avg Occ. Avg DSCR Est. Value
────────────────────────────────────────────────────────────────────────
Atlanta, GA 14 6,820 93.4% 1.32 $1.84B
Dallas, TX 11 5,480 92.8% 1.28 $1.47B
Phoenix, AZ 9 4,120 91.9% 1.24 $1.09B
Tampa, FL 7 3,280 93.1% 1.29 $0.84B
Charlotte, NC 6 2,640 94.2% 1.38 $0.68B
Austin, TX 5 2,180 92.4% 1.31 $0.62B
Nashville, TN 4 1,840 93.8% 1.34 $0.52B
Total: 56 26,360 93.0% 1.30 $7.06B
Note: Ownership mapped via entity affiliation — includes JV and subsidiary holdings.
Blackstone holds an estimated 56 properties and 26,360 units in Sun Belt markets
valued at approximately $7.06B. Atlanta is the largest concentration at 14 properties.
Portfolio-wide occupancy of 93.0% and DSCR of 1.30 indicate healthy fundamentals.
Charlotte shows the strongest DSCR (1.38) and occupancy (94.2%) in the portfolio.
31. Search Data Types
User Prompt: What time series data is available related to rent concessions and lease-up metrics?
Agent Output
Data Type Search — Concessions & Lease-Up Metrics
Searching available data types for: concessions, lease-up, absorption...
Results — Concession Metrics:
concession_rate Concessions as % of asking rent (monthly, property/market)
concession_weeks Free rent weeks offered (monthly, property)
net_effective_rent Asking rent net of concessions (monthly)
concession_trend_3m 3-month rolling concession change direction
Results — Lease-Up & Absorption Metrics:
lease_up_occupancy Occupancy for sub-2-year properties (monthly)
absorption_units Net units absorbed per month (market level)
absorption_pace Months to stabilization at current pace (property)
days_vacant Average days a unit sits vacant before leasing
lease_velocity Leases signed per week (property, rolling 4wk avg)
Coverage:
concession_rate: All 87,400+ properties, back to 2018
lease_up metrics: Properties delivered 2018+, monthly
8 relevant data types found across concession and lease-up categories.
Concession metrics are available property-level back to 2018, making it possible
to track concession cycles across multiple market downturns. Lease-up metrics
require a delivery date and are available for all properties delivered since 2018.
Use query_timeseries_data to pull any of these metrics for analysis.
32. Search Properties
User Prompt: Find all properties in Charlotte with 200+ units, built after 2015, occupancy above 92%, and a DSCR above 1.2.
Agent Output
Property Search — Charlotte, NC (200+ Units, Post-2015, Occ > 92%, DSCR > 1.2)
Searching: market=Charlotte, min_units=200, min_vintage=2015,
min_occupancy=0.92, min_dscr=1.2...
Property Units Vintage Occupancy DSCR Manager
────────────────────────────────────────────────────────────────────────────────
Camden South End 348 2017 94.2% 1.38 Camden Property
Broadstone South End 312 2019 93.8% 1.34 Alliance Residential
Novel South End 286 2018 93.1% 1.29 Novel Residential
The Ashton at SouthPark 274 2016 92.8% 1.31 Greystar
Cortland Ballantyne 384 2020 93.4% 1.35 Cortland
Waterford Place at Riverbend 248 2015 92.4% 1.24 Greystar
The Emerson 224 2021 94.1% 1.41 Aimco
7 properties returned. All meet quality and stabilization criteria.
7 properties meet all search criteria in Charlotte. The Emerson (2021, 224 units)
has the highest DSCR at 1.41 and 94.1% occupancy despite being the newest asset.
Camden South End has the largest unit count at 348. All 7 properties are managed
by institutional operators, indicating well-maintained assets with professional
revenue management — aligned with the quality screen intent.
33. Validate Data Quality
User Prompt: Run a data quality check on our portfolio data — flag any properties with missing financials or stale data.
Agent Output
Data Quality Validation — Portfolio Dataset
Running data quality validation across portfolio (33 properties)...
Check Pass Warn Fail
────────────────────────────────────────────────
Occupancy data (< 60 days old) 29 3 1
Rent data (< 60 days old) 31 2 0
DSCR populated 30 0 3
Loan maturity date populated 32 0 1
Owner/manager name match 33 0 0
Unit count validated 33 0 0
Vintage year populated 33 0 0
Issues Requiring Attention:
FAIL Creekside Manor (ATL-0287) — Occupancy last updated 94 days ago
FAIL The Ashford at Mesa (PHX-0341) — DSCR missing (no loan data on file)
FAIL Lakeview Commons (DAL-0198) — DSCR missing (under special servicing)
FAIL Willowbrook Commons (HOU-0412) — Loan maturity date missing
WARN 3 properties — occupancy data 45-60 days old (approaching threshold)
WARN 2 properties — rent data 50-60 days old (approaching threshold)
Overall data quality is strong: 30 of 33 properties have full, current financial
data. 4 FAIL-level issues require immediate attention — notably 3 properties with
missing DSCR data (2 distressed assets likely in forbearance/special servicing).
Recommend requesting updated servicer data for Ashford at Mesa and Lakeview Commons.
Run validate_data_quality monthly to maintain data integrity for risk reporting.


