SystemCommercial Real Estate & Construction

CRE Concentration & Stress Testing

CRE concentration and stress testing every month, loan by loan, not once a year

Concentration and stress results every month, not once a year.

See one case, screen by screen ↓
demo486loansre-stressed from their own rent roll and debt terms on every move of the market
demo37loansbelow 1.0x when cap rates widen 150 bp — 23 more than the desk view, and office over its limit
demo$46.2Mof severe-case losses, capital $412.6M to $366.4M, with the loans that drive it named
target12a yearstress tests instead of one, each on month-end data
In short

What is CRE Concentration & Stress Testing?

It is how a bank shows its board and examiners how concentrated its commercial real estate book is against capital — the 100% construction, 300% total CRE and 50% growth tests from the 2006 interagency guidance, plus the board’s own limits — and what happens to the book and capital if values, income or rates move against it. This solution runs both every month, loan by loan.

How to choose AI solutions for lending →

Updated

The problem

Why the CRE stress test is out of date by the time the board reads it

Examiners expect board-approved concentration limits and a current stress test from any bank above the interagency benchmarks: construction and land at 100% of total risk-based capital, or total CRE at 300% with 50% growth over 36 months. At most community and regional banks that test is a spreadsheet rebuilt once a year — someone collects NOI for hundreds of properties from statements that are not in the core system, applies a flat shock, and pastes the result into a board deck.

Meanwhile the market moves every quarter. Office values fall, hotel income weakens, and fixed-rate loans written at 4% refinance at 6.75% or more, so coverage drops even when the building has not changed. A portfolio-average shock cannot say which loans mature inside the horizon, which ones break, or how close office is to its sub-limit — and when the board asks “what if cap rates widen another 150?”, nobody can answer that day.

estimated~6weeksto build the stress test by spreadsheet
typical42.7%of CRE-heavy community banks at or above 300% of capital
demo11statementsolder than 15 months in one month’s run — $29.0M of loans on stale NOI
Where a stress test’s working days goestimated
By hand30 days
With the solution1 days
  • Collecting rent rolls and operating statements12 → 0.2 d
  • Classifying the loan tape and pulling capital3 → 0.1 d
  • Concentration ratios against limits2 → 0.1 d
  • Stressing the book under each scenario8 → 0.1 d
  • Writing the board report5 → 0.5 d

Estimated split for one stress test of a 486-loan CRE book, by spreadsheet and with the solution.

How it works

How a monthly run moves

Six specialist agents re-stress every loan as the market moves; the Chief Credit Officer signs the board report.

What comes in
Month-end data in486 loans · tape, capital, statements, appraisals, market data
Agents at work
Loan tape readercall report lines
Then
Operating statement reader
Market data watcher
Then
Concentration calculator
Stress tester
Then
Board report drafterreport + actions
A person decides
Chief Credit Officersigns the report
What comes out
Limits vs capital
Loans that fail
Signed board report
One case, step by step

One month-end run, from the market move to the signed board report

Ashgrove Community Bank, Columbus, Ohio: 486 CRE loans, $1,320.3M, against $412.6M of total risk-based capital at 30 September 2026. The board risk committee meets Thursday 22 October. Here is the October run, screen by screen, in the working solution.

  1. 01Morning

    The book on one scenario board

    Renee Castellano · CRE portfolio manager

    Renee opens the October desk view — in-place rents down 8% as leases roll. Losses to Dec 2028 are $13.8M, capital after losses $398.8M, 14 loans are below 1.0x and no limit is crossed. But after those losses office sits at 49.8% of capital against a 50% limit, and total CRE at 331.1% of 350%.

    Run log: “Market data watcher — Columbus CBD office cap rate +40 bp since September · try +50 bp on office-heavy markets.”

  2. 02One click

    Cap rates widen 150 bp — and office crosses its limit

    Renee Castellano · CRE portfolio manager

    She clicks +150 on the cap-rate slider. Losses rise to $24.5M and capital after losses falls to $388.1M. The office bar crosses its red line at 51.2%, 37 loans are now below 1.0x — 23 more than the desk view — and the newly broken loans move to the top of the list, each with its occupancy, coupon, refinance rate, NOI against debt service and value.

    “Stress tester re-stressed 486 loans from their own rent rolls and debt terms · cap rates +150 bp · rents −8% · 37 below 1.0x · $24.5M.”

  3. 03Saved

    The question goes into the write-up

    Renee Castellano · CRE portfolio manager

    She saves the move as “Cap rates +150 bp · rents −8%”, saved with every loan’s result and every assumption. With one switch it goes into the stress test write-up as a column beside the board’s three scenarios, with the loans that break.

  4. 04Next

    Every loan as one square, weakest cover first

    Renee Castellano · CRE portfolio manager

    Below the loss curve, all 486 loans sit as squares by property type, coloured by the weaker of debt cover and value cover. The ones that broke since the desk view are ringed — twelve office loans now below 1.0x. Click any square for the loan’s walk.

  5. 05Concentration

    The three supervisory tests, and the board’s sub-limits

    Concentration calculator

    Total CRE is 320.0% of capital, construction and land 89.4% with $43.7M of headroom, and 36-month growth 44.6% from $913.1M in Sep 2023. By property type, office is 48.1% against its 50% sub-limit — $7.7M of headroom. Nine approved, unfunded loans worth $96.5M sit in the pipeline, one switch away.

    “Above the 300% benchmark since Jun 2025 — so the guidance expects enhanced risk management and stress testing, which this is.”

  6. 06Run October · 2 min 8 s

    Three board scenarios on every loan

    The six agents

    Renee presses Run October. The agents read the 30 Sep loan tape, the rent rolls, statements and appraisals, refresh cap rates and rents, test every limit and run 1,458 loan-scenarios. Severe-case losses are $46.2M, capital after the severe case $366.4M, and total CRE goes to 360.4% — above the board’s 350% limit.

    “475 of 486 statements current · 11 older than 15 months, used as they are and marked.”

  7. 07Assumptions

    The board’s assumptions, next to the number

    Sunita Varma · Chief Risk Officer

    The scenario library is version 3, approved by the board risk committee on 23 April 2026. The severe case takes office values down 35% and office income down 22%, with rates +200 bp at refinance or reprice. Sunita can test her own scenario beside it, recalculated loan by loan, and add it to the board report.

  8. 08Drill down

    Why Larch Street Tower fails

    Renee Castellano · CRE portfolio manager

    The $18.4M office loan matures in June 2027 and refinances at 8.75% (6.75% + 200 bp) on a 25-year amortisation: debt service goes from $1,182,000 to $1,815,293, while NOI falls from $1,742,000 to $1,358,760. Coverage 1.47x → 0.74x. The March 2025 appraisal of $24.0M becomes $15.6M, loan to value 76.7% → 117.9%. Projected loss: $5,280,000.

    Its largest tenant, Brannock & Lee LLP, has a lease ending March 2027. Every line opens to the rent roll, statement or appraisal it came from.

  9. 09Drafted

    A six-page board report, with actions proposed

    Board report drafter

    Summary, concentration against limits with and without the pipeline, stress results with Renee’s cap-rate scenario as a fourth column, the loans that drive the loss and every assumption. Four actions are proposed: a new appraisal for Larch Street Tower, an early refinance conversation with its borrower, funding the construction pipeline in step with payoffs, and collecting the 11 stale statements.

    “4 proposed · the committee decides.”

  10. 10Signed

    Reviewed, signed, and with the committee

    Martin Hale · Chief Credit Officer

    Renee sends the report at 08:47. Sunita Varma reviews it, and Martin Hale signs. Every step — the tape loaded, the run, the draft, the scenario Renee saved, the signature — is on the activity trail.

    “Martin Hale signed · the report is with the board risk committee for 22 October.”

Who it’s for

Built for everyone who answers for the CRE book.

The same October run, seen by the five people who carry it — what their month looked like, and what it looks like now.

RC
Renee CastellanoCRE portfolio manager
Prepares the report
Before
“I spend six weeks building the stress test and one afternoon talking about it.”
Now
Answers the board’s “what if” by moving a slider, with every loan re-stressed, and saves it into the write-up.
MH
Martin HaleChief Credit Officer
Signs
Before
“If the board asks ‘what if office drops another ten percent’, I want the answer that day.”
Now
Signs a monthly report where every number traces to its loan; nothing goes to the board unsigned.
SV
Sunita VarmaChief Risk Officer
Reviews
Before
“Show me the assumptions next to the number.”
Now
Sees the board-approved assumptions by property type beside each result, and tests her own scenario loan by loan.
JA
Judith AmesBoard risk committee chair
Board, read only
Before
“Are we inside our limits — and which loans would take us out?”
Now
Reads every limit against the board’s line and benchmark, with the headroom in dollars, every month.
OT
Owen TranCredit analyst · operating statements
Analyst
Before
“Half my month is getting a T-12 out of a borrower.”
Now
Sees exactly which 11 statements are older than 15 months and requests them all in one click.
Built on the engine

6 agents. Each with one job, and hard limits.

Six specialist agents re-stress every loan as the market moves; the Chief Credit Officer signs the board report.

Loan tape reader

Reads the month-end loan tape and classifies every loan by property type, market and the call report line the 2006 concentration guidance uses.

  • Never changes a loan’s owner-occupied status — flags it for the credit file
  • Every loan is counted once
Operating statement reader

Reads rent rolls, operating statements and appraisals for every property and keeps the latest NOI, occupancy, leases ending, largest tenants and value.

  • Never invents or estimates an NOI
  • Stale statements are marked, never hidden
Market data watcher

Keeps cap rates, rents and vacancy by market and property type from the bank’s market data feed.

  • Every market figure carries its source and date
  • A move above the threshold asks for an extra run — it never starts one alone
Concentration calculator

Tests total CRE, construction and 36-month growth against total risk-based capital and the board’s limits and sub-limits, with and without the approved pipeline, and reports headroom in dollars.

  • Never changes a board limit
  • Supervisory benchmarks and board limits are shown separately
Stress tester

Applies each scenario to every loan — income, rate at refinance, value — and computes coverage, loan to value and the projected loss, then re-tests every limit after the losses.

  • Never changes a scenario’s assumptions — the board approves them
  • Shows every assumption next to its result
Board report drafter

Drafts the board and examiner report: concentration, the scenarios, the loans that drive the loss, every assumption and proposed actions.

  • Never sends a report the Chief Credit Officer has not signed
  • Proposes actions, never decides them
Chief Credit Officer

Signs; the CRO reviews; the board approves limits. The agents propose; a named person decides.

Ask in plain words

Ask about any limit, scenario or loan

The portfolio manager, the CRO and the CCO can ask in plain words — or say what to add to the board report. Every answer points to the loan or the result it rests on.

Which loans drive the severe-case breach?

Office and construction carry most of it: $18.7M and $16.9M of the $46.2M severe-case loss. Twelve office loans carry $13.0M, 8 of them in Columbus. Larch Street Tower alone is $5.3M.

Why does Larch Street Tower fail under the severe scenario?

Two things at once. Its $18.4M loan matures in June 2027 and refinances at 8.75% instead of 4.15%, so debt service rises from $1,182,000 to $1,815,293. With office income down 22%, NOI falls from $1,742,000 to $1,358,760: coverage 0.74x. Office values down 35% take the March 2025 appraisal of $24.0M to $15.6M. And its largest tenant, Brannock & Lee, has a lease ending in March 2027. Projected loss: $5.3M.

What happens to our ratios if the $96.5M pipeline funds?

Total CRE rises from 320.0% to 343.4% of capital — still under the 350% limit. But 36-month growth goes to 55.2%, above the 50% benchmark, so the book would meet the guidance’s 300% and 50% growth test, and construction reaches 99.4% of its 100% limit: $41.2M of the pipeline is construction.

Add a board action: no new office loans until office is under 45% of capital

Added as action 1 for the committee. Office is 48.1% of capital against a 50% sub-limit, and 50.2% and 54.2% after adverse and severe losses. Getting to 45% means about $12.9M less office. Renewals and existing commitments continue. It is a proposal: the committee decides.

Every screen

The working solution, as it ships.

13 screens from the working solution, on its sample data. Pick one to see it large.

The scenario boardFour market sliders, the readout, every concentration bar against the board’s limit, the loss curve and the loans below 1.0x.
Cap rates +150 bpOne click re-stresses 486 loans: $24.5M of losses, 37 loans below 1.0x, office over its 50% limit at 51.2%.
Save into the write-upA slider move saved with every loan’s result and every assumption, and switched into the board report beside the board’s three scenarios.
Every loan, weakest cover first486 squares by property type, the ones that broke since the desk view ringed — and the saved scenarios that go into the write-up.
ConcentrationTotal CRE, construction and 36-month growth against capital, each property type against its sub-limit with headroom, and the approved pipeline.
The October stress testSix agents at work, then the limits under baseline, adverse and severe, and the severe-case loss by property type.
ScenariosThe board-approved assumptions by property type, version 3, and your own scenario recalculated loan by loan.
InputsEvery source the run reads and how current it is, with the 11 statements older than 15 months ready to request.
Loans under stressAll 486 loans with coverage and loan to value, today and stressed, the result and the projected loss — ready to export for examiners.
One loan’s walkLarch Street Tower under the severe case: income, debt service at refinance, value and loss, with the documents behind each.
The board reportSix pages drafted for the board risk committee, with four proposed actions and the sign-off chain.
SignedPrepared, reviewed and signed, with every step on the activity trail.
SettingsBoard-approved limits, the monthly run, the market-move trigger, the stale-statement threshold and the loss model.
Governance

Built for the board and the examiners: traced, reviewed, signed.

Every number traces to its loanEach ratio, loss and failing loan opens to the loan’s walk — income, debt service at refinance, value, loss — and to the rent roll, statement or appraisal it was read from.
Limits and scenarios belong to the boardBoard limits and scenario assumptions change only with board approval. A change in Settings is a proposal until the board approves it; no agent can change either.
Benchmarks and limits shown apartThe 300%, 100% and 50% supervisory benchmarks are shown separately from the board’s own limits and sub-limits, so a reader never confuses the two.
Stale inputs are marked, never hiddenA statement older than the threshold is used as it is and the loan is marked, with a request to the borrower one click away. No NOI is ever estimated.
The Chief Credit Officer signsAgents calculate and draft; the portfolio manager prepares and proposes actions, the CRO reviews, and the CCO signs. Nothing goes to the board unsigned.
Every run on the recordEach tape loaded, run, saved scenario, action, review and signature is on the activity trail, with who and when. Losses are taken against capital before pre-provision earnings, as the board asked.
Configuration

Your board’s limits, your loss model

Everything that differs from bank to bank is a setting. Limits are the board’s: changes are proposals until the board approves them.

SettingDefaultChoose from
Total CRE limit350% of capitalBoard-approved · supervisory benchmark 300%
Construction and land development100% of capitalBoard-approved · supervisory benchmark 100%
Office · hotel sub-limits50% · 20%Board-approved · multifamily 90%, retail 50%, industrial 50%, other 25%
Monthly runBusiness day 5Business day 3 · 5 · 10
Extra run on a market move50 basis points25 basis points · 50 basis points · Never
Stale operating statements15 months12 · 15 · 18 months
Refinance rate6.75% · 25-year amortisation6.75% on 25 years · 7.00% on 25 years · 6.50% on 30 years
Loss given default10% selling · 5% workoutStressed value less selling costs, plus workout costs
Connections

Works with the data you already have

Core loan systemthe month-end loan tape — balance, rate, maturity, risk rating, collateral codes
Call report capitaltotal risk-based capital from Schedule RC-R
Rent rolls and operating statementsNOI, occupancy, leases ending and largest tenants
Appraisals and evaluationsthe latest value per property, with its date
Your market data feedcap rates, rents and vacancy by market
Credit policyboard-approved limits and the scenario library
What it changes

The difference, in numbers.

Every figure is labelled: a target the solution is built to, an estimate, a typical published result, or a proven one.

target
12a year
stress tests instead of one, each on month-end data
By spreadsheet1 a year
With agents12 a year
target
100%
of loans stressed property by property, assumptions shown
486 of 486 loans
every run
estimated
1day
from month-end tape to a board-ready report
TodayWith agents

“demo” = seen in the working solution, on its sample bank data · “target” = the design goal, measured in the live solution · “estimated” = our estimate, against a ~6-week spreadsheet build · “typical” = published figures (FDIC, Community Banking Connections, 2024 — 42.7% of community banks with CRE at 25% or more of loans were at or above 300% of capital). Supervisory thresholds: OCC Bulletin 2006-46, interagency CRE concentration guidance. The bank, people, properties and borrowers named on this page are fictional — characters and sample data in the working solution.

Questions

What credit and risk teams ask us.

What is CRE concentration and stress testing?

It is how a bank shows its board and examiners how concentrated its commercial real estate book is against capital — the 100% construction, 300% total CRE and 50% growth tests from the 2006 interagency guidance, plus the board’s own limits — and what happens to the book and capital if values, income or rates move against it. This solution runs both every month, loan by loan.

How is it different from a spreadsheet stress test?

A spreadsheet applies one shock to a portfolio average once a year. Here every loan is re-stressed from its own rent roll, appraisal and debt terms; the rate shock applies only to loans that mature or reprice inside the nine-quarter horizon, so you see exactly which loans break and why.

Can we answer a board member’s “what if” on the spot?

Yes. Four sliders move cap rates, vacancy, the rate at refinance and rents. Every move re-stresses all 486 loans and re-tests every limit after the losses, and the result can be saved into the board report beside the board’s approved scenarios.

Does it test our concentration limits with the approved pipeline?

Yes. The concentration calculator tests every limit for the funded book and again with approved, unfunded loans added. In the working solution, nine pipeline loans of $96.5M would take 36-month growth to 55.2% and construction to 99.4% of its limit.

Can the AI change our board limits or scenarios?

No. Limits and scenario assumptions change only with board approval; a change in Settings is a proposal until then. The agents calculate and draft, a person proposes actions, and the Chief Credit Officer signs every report.

What happens when a borrower’s operating statement is out of date?

The statement is used as it is and the loan is marked — never hidden, and no NOI is estimated. The inputs screen lists every statement older than the threshold (15 months by default) with a request to the borrower one click away.

Which systems does it work with?

Your core loan system for the month-end tape, call report capital, rent rolls, operating statements, appraisals and evaluations, your market data feed and the credit policy that holds the board’s limits and scenarios.

How long does it take to go live?

The Agentic Solution Engine builds and deploys it from your requirements — your loan tape, credit policy limits, scenario library and a sample of property financials — and it goes live once every quality gate has passed. We will walk you through it on your own CRE book first.

See it on
your CRE book.

We’ll run CRE Concentration & Stress Testing on a sample of your own loan tape and property financials.