SearchCommercial Real Estate & Construction

CRE Loan Comps Search

CRE loan comps search over the bank’s own loans — what it underwrote, and whether it held up

Cap rate, rent and vacancy assumptions backed by the bank's own deals.

See one case, screen by screen ↓
demo16sfrom the question to a cited answer — six agents, 27 documents read
demo9loanscomparable loans of the bank’s own, found among 1,284 closed CRE loans
demo30.6$Mwhat Sycamore Yard supports at 1.25x on the bank’s own numbers — against $33.5M requested
target100%of sentences in the answer and the note carry a source
In short

What is CRE Loan Comps Search?

It is a search over the bank’s own closed CRE loans, not market sales. Ask in plain words, and it finds the comparable loans, the cap rate, rent, vacancy and expenses the bank underwrote on each, and how each loan has performed since — with the memo or appraisal page behind every figure.

How to choose AI solutions for lending →

Updated

The problem

Why the bank’s own underwriting is the hardest comp to find

Every CRE loan rests on a handful of assumptions — cap rate, rent, vacancy, operating expenses — and the bank has made each of them before, on a similar building down the road. But the answer to “how did we underwrite this last time, and how did that loan do?” sits in old credit memos, appraisals and review reports, with the outcome in servicing. Nobody can search them.

So the analyst asks around, or starts from the broker’s pro forma and the appraisal, whose sales may date from when money was cheap. Two loans a mile apart get two different cap rates, exceptions are granted without anyone checking how the last one turned out, and the credit officer sees inconsistent underwriting across deals.

typical17%of commercial and multifamily mortgage balances mature in 2026 — each one a re-underwriting
typical8.04%multifamily CMBS delinquency rate, September 2026
typical12.16%office CMBS delinquency rate, September 2026
Where an analyst’s comp research hours go, for one loanestimated
By hand19 days
With the solution2.3 days
  • Finding past loans like this one6 → 0.1 d
  • Reading memos and appraisals for the assumptions5 → 0.5 d
  • Checking how those loans performed3 → 0.2 d
  • Sizing the loan and testing it against policy2 → 0.5 d
  • Writing the research note for the memo3 → 1 d

Estimated split for one loan’s precedent research, by hand and with the solution.

How it works

How a question is answered

Six specialist agents drop the bank's comparable loans on a map, read every memo and judge what held up; the analyst chooses and the officer signs.

What comes in
The bank's loan history1,284 closed loans · memos, appraisals, reviews, servicing, policy
Agents at work
Question readercriteria as chips
Then
Comparable loan finder
Memo and appraisal reader
Performance tracker
Then
Policy checker
Then
Answer writerevery sentence cited
A person decides
Credit analystchooses the assumptions
What comes out
Answer map, cited
Comps table and ranges
Research note
One case, step by step

One loan to committee, on the bank’s own comps

Sycamore Yard Apartments, a $33.5 million acquisition loan, goes to credit committee on Thursday 15 October. Here is what the analyst does on Monday, screen by screen, in the working solution.

  1. 01Monday morning

    A question bar over the bank’s own lending

    Priya Natarajan · CRE credit analyst

    Priya opens a map of Calder Point Bank’s own lending: 1,284 closed CRE loans since 2014 across North and South Carolina, Georgia and Tennessee. The loan in hand sits beside the question bar — Sycamore Yard, 228 units in Huntersville, with the broker’s 5.15% cap and 4% vacancy.

    “Every pin opens the memo page it came from. Borrower names follow your entitlements.”

  2. 02Any question

    Loans drop as pins, and each says whether it held up

    The comps map

    Ask what the bank lent on suburban medical office in the Southeast since 2022, and eight loans drop across Atlanta, Nashville, Charlotte and Greenville. Click Peachtree Corners Medical Pavilion: underwritten at a 6.75% cap, actual NOI 8% above plan, with underwriting at closing and today side by side. Murfreesboro Physicians Park missed by 11% after an anchor with 31% of the space left at expiry.

    “Underwritten 6.75% cap, actual NOI 8% above plan.”

  3. 03One question

    “How have we underwritten Class A garden apartments around Charlotte since 2023?”

    Priya Natarajan · CRE credit analyst

    Six agents take the question. The criteria come back as chips she can change — multifamily, garden, Class A and B+, Charlotte MSA, closed since January 2023, built 2016 or later, 180–320 units. Of 31 multifamily loans, 9 are comparable and 22 are left out with the reason. The memo and appraisal reader reads 27 documents and records every figure with its page.

    “Finished in 16 s · 6 agents.”

  4. 0416 seconds later

    Nine of the bank’s loans around Sycamore Yard

    Answer writer

    Nine pins land around Charlotte, each with the cap rate the bank underwrote. The bank underwrote them at 5.40–6.10%, median 5.75% — about 45 basis points above the appraisals. The broker’s 5.15% cap is below all nine. Every sentence of the answer carries its citation.

    “Seven of nine are at or above plan. The one that missed, Juniper Trace, was underwritten at 4.0% vacancy — the broker’s number on Sycamore Yard.”

  5. 05One click

    Juniper Trace: what we assumed, and what happened

    Priya Natarajan · CRE credit analyst

    The pin card leads with one line: underwritten 5.40% cap, actual NOI 17% below plan. Vacancy was underwritten at 4.0%; the loan is 86.4% occupied today, DSCR down from 1.30x at closing to 1.08x, risk rating 6 and on the watch list. 612 new units opened within a mile, and concessions reached six weeks.

  6. 06Next

    Switch the lens to expenses

    Performance tracker

    The “Did it hold up?” lens recolours every pin for NOI against plan, vacancy or expenses. On expenses, four of nine held up: the five loans closed before mid-2024 ran 4–9% over plan after insurance renewals. Those underwritten since carry more, and are on plan.

  7. 07Ranked

    The comps, ranked by closeness

    Comparable loan finder

    Beneath the map, the nine loans — $257.8M in all — are ranked by closeness to Sycamore Yard: Mallard Bend 96, Hartley Mill 95, Linden Row 91, down to Quail Ridge Flats 71. Each row shows the underwritten and appraisal cap, vacancy and DSCR from closing to now, and NOI against plan.

  8. 08The loan file

    The memo passage behind the number

    Memo and appraisal reader

    Opening Juniper Trace shows occupancy month by month against the 96.0% underwritten, the operating statement at closing against the trailing twelve months, and what the memo said. The vacancy of 4.0%, below the 5% policy floor, was approved as an exception by Joan Pemberton, chief credit officer, with lease-up to 97% in nine months as the mitigant.

  9. 09Applied

    Sycamore Yard, sized on the bank’s numbers

    Priya Natarajan · CRE credit analyst

    Priya sees the broker’s pro forma, the appraisal and the bank’s nine comps side by side, then clicks “Use the comps medians”: in-place rent $1,561, 6.0% vacancy, $6,600 expenses and $250 reserves a unit, 5.75% cap. NOI is $2,737,842 and value $47.6M. At $33.5M the DSCR is 1.14x against the 1.25x minimum; the loan supported is $30.6M, the lowest of coverage, loan to value and debt yield.

    “At your assumptions the request needs a DSCR exception at 1.14x. On these comps the bank has granted one DSCR exception, at 1.24x (Linden Row).”

  10. 10Signed · Monday

    A cited research note, reviewed before committee

    Marcus Hale · Senior credit officer

    Priya signs and saves research note RN-2026-1147 — the question, the nine comparable loans, what the bank assumed, how those loans performed, the sizing and her recommendation — and sends it to Marcus. He reviews and signs it; then the note can be inserted into the credit memo, and its PDF carries every source.

    “Size the loan to $30.6M, or present $33.5M with a DSCR exception at 1.14x — below any exception the bank has granted on these loans.”

Who it’s for

Built for everyone who signs off a CRE loan.

The same loan, seen by the people who carry it to committee — what their week looked like, and what it looks like now.

PN
Priya NatarajanCRE credit analyst
CRE credit analyst
Before
“I know we’ve done this deal before. I just can’t find the memo.” Starts from the broker’s pro forma and the appraisal.
Now
Asks in plain words, sees nine of the bank’s own loans and how each did, and sizes the loan on the comps medians in one click.
MH
Marcus HaleSenior credit officer · approves to $40M
Credit officer
Before
“Show me what we assumed last time and how it worked out.” Gets a memo whose assumptions he cannot trace.
Now
Reviews a research note where every sentence cites a memo, appraisal or servicing record, and signs it before Thursday’s committee.
EB
Elena BrandtHead of CRE lending
Head of CRE lending
Before
“Two loans a mile apart shouldn’t have two different cap rates.”
Now
Sees what the bank has underwritten by property type and market, kept current nightly, with the cap rate it underwrote against the appraisals’ by quarter.
GW
Graham WhitlockChief review appraiser
Review appraiser
Before
“The appraisal’s comps are from when money was cheap.”
Now
Sees the bank’s underwritten cap beside each appraisal’s for every comparable loan, and how the loan did since.
JP
Joan PembertonChief credit officer · approves policy exceptions
Chief credit officer
Before
Grants exceptions without an easy way to see how the last one of the same kind turned out.
Now
Sees every exception since January 2023 by type, who approved it, the mitigant, and how the loan is doing now.
Built on the engine

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

Six specialist agents drop the bank's comparable loans on a map, read every memo and judge what held up; the analyst chooses and the officer signs.

Question reader

Turns a plain-words question into the criteria for comparable loans — property type, class, market, vintage, size and period — and shows them as chips the analyst can change.

  • Never applies a criterion it does not show
  • Asks rather than assumes when a criterion is ambiguous
Comparable loan finder

Searches the bank’s closed loans, scores how comparable each one is, and explains why a loan is in or left out.

  • Never includes a loan the user may not see
  • Borrower names hidden without entitlement
Memo and appraisal reader

Pulls the underwritten cap rate, rent, vacancy, expenses, DSCR and exceptions from each credit memo, appraisal and review report, with the page.

  • Never reports a number without its document and page
  • Approved memos only, never drafts
Performance tracker

Joins occupancy, coverage, risk rating and payment history from servicing, with the date of each figure.

  • Never presents a stale figure as current
Policy checker

Tests the assumptions and the sizing against credit policy and the supervisory loan-to-value limits, and reports which test binds.

  • Never waives or reinterprets a policy
  • Recommends; the analyst and credit officer decide
Answer writer

Writes the cited answer, the comps table and the research note, and says plainly where the bank has little or no history.

  • Never writes a sentence without a source
  • Never chooses an assumption for the analyst
Credit analyst and credit officer

Analyst chooses the assumptions; officer reviews and signs. The agents propose; a named person decides.

Ask in plain words

Ask about any loan, assumption or exception

Ask in plain words, or tell it to size the loan in hand. Every answer cites the memo, review or servicing record behind it.

Why is Juniper Trace on the watch list?

It closed in March 2023 underwritten at 4.0% vacancy, below the 5% floor, approved as an exception on the strength of its lease-up. Then 612 new units opened within a mile; it gave up to six weeks free and occupancy fell to 86.4%. Coverage is 1.08x against 1.30x at closing, so it was downgraded to 6, special mention.

Which of the comps needed a policy exception, and how did they do?

Three of the nine: Juniper Trace (vacancy 4.0%) is at 1.08x and special mention; Linden Row (DSCR 1.24x) is at 1.29x, pass; Hartley Mill (24 months interest-only) is at 1.27x, pass. The vacancy exception is the one that failed.

Size Sycamore Yard at our median cap rate and 6% vacancy

On the bank’s medians — in-place rent $1,561, 6.0% vacancy, expenses $6,600 a unit, $250 reserves and a 5.75% cap rate — NOI is $2,737,842 and value $47.6M. At $33.5M the DSCR is 1.14x against the 1.25x minimum; the loan these assumptions support is $30.6M.

Add the exception history to the research note

Added as section 7 of RN-2026-1147: the three exceptions on the comparable loans, who approved them, and how each loan covers today. It closes with the point Marcus will ask about: the bank has not granted a DSCR exception below 1.24x on these loans.

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 comps mapA question bar over a map of the bank’s 1,284 closed CRE loans, with the loan in hand beside it.
What we assumed, what happenedSuburban medical office across the Southeast: each pin shows the cap rate the bank underwrote and NOI against plan.
A cited answerThe question as criteria, the answer with a citation on every sentence, and how the six agents found it.
Nine comparable loansThe bank’s own comps around Sycamore Yard, with the verdict bar and the cited answer beside the map.
A loan that missedJuniper Trace: underwritten at 4.0% vacancy, NOI 17% below plan and on the watch list today.
The “Did it hold up?” lensEvery pin recoloured for expenses: held up, close or missed — with the lesson in one line.
Ranked by closenessThe nine loans ranked against the loan in hand, with underwriting at closing against today.
One comparable loanOccupancy since closing, underwriting against the trailing twelve months, the memo passage and the exception.
Sizing on the bank’s numbersBroker, appraisal and the bank’s comps side by side; coverage, loan to value and debt yield; the policy tests.
The research note, signedPrepared by the analyst, reviewed by the credit officer, every step on the activity trail.
Assumption rangesWhat the bank has underwritten by property type and market — cap rate, vacancy, expenses and DSCR at closing.
Policy exceptionsEvery exception since January 2023 by type, with who approved it, the mitigant and how the loan is doing now.
Your criteria and policyWhat counts as comparable, the credit policy minimums, sources, borrower-name access and the reviewer.
Governance

Cited, entitled, reviewed — and the analyst decides.

Every sentence cites a document and pageEach sentence in an answer or a research note links to the credit memo, appraisal, review report or servicing record behind it, opened at the passage.
The analyst chooses the assumptionsThe agents never choose an assumption or recommend a loan for approval. The analyst picks the cap rate, vacancy and expenses and recommends the amount.
A credit officer reviews every noteA research note goes into a credit memo only after a named credit officer has reviewed and signed it; committee approves the loan.
Borrower names follow your entitlementsBorrower names are shown to people entitled to the relationship and hidden for everyone else. Relationship managers see their own borrowers.
Approved memos only, policy never waivedOnly approved memo versions are searched, never drafts. The policy checker tests against credit policy and supervisory loan-to-value limits; it never waives or reinterprets them.
On the audit trail, as it stood that dayEvery question, answer, note and signature is on the audit trail, and research notes are kept with their sources as they stood that day. Settings changes are versioned.
Configuration

Your credit policy, your comp criteria

What counts as comparable, and the policy minimums the loan is tested against, are settings — versioned and on the audit trail.

SettingDefaultChoose from
How far from the subject a loan may beSame MSASame MSA · Within 15 miles · Same submarket
Comparable loans closed sinceJanuary 2023January 2023 · January 2022 · January 2024
Year built, for apartmentsBuilt 2016 or laterBuilt 2016 or later · Built 2010 or later · Any vintage
Size band either side of the subject±40%Units or square feet either side of the subject, stepped up or down
Minimum debt service coverage (multifamily)1.25x1.20x · 1.25x · 1.30x
Underwritten vacancy floor5%4% · 5% · 6%
Interest-only period12 monthsNone · 12 months · 24 months
Who reviews research notes before committeeMarcus HaleMarcus Hale · Joan Pemberton
Connections

Works with the records the bank already keeps

Closed-loan termsevery closed CRE loan since 2014
Credit memos and annual reviewsapproved versions only
Appraisals and review reportswith the review appraiser’s conclusion
Servicingoccupancy, coverage, rating and payments, monthly
Credit policyminimums by property type and exception authorities
Your credit memothe signed research note inserted
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
14s
from a question to a cited answer across the bank's own loans
By handhours to days
With agents≈ 14 s
target
100%
of sentences in the answer and the note carry a source
11 of 11 sources
on every answer
typical
17%
of commercial mortgage balances mature in 2026 and need re-underwriting
$875B of $5.0T
maturing in 2026

“demo” = seen in the working solution, on its sample loan data · “target” = the design goal, measured in the live solution · “estimated” = our estimate · “typical” = published figures (MBA, 17% of commercial and multifamily mortgage balances mature in 2026; Trepp CMBS delinquency rates, September 2026). People, banks, borrowers and properties named on this page are fictional — characters and sample data in the working solution.

Questions

What CRE lenders ask us.

What is CRE loan comps search?

It is a search over the bank’s own closed CRE loans, not market sales. Ask in plain words, and it finds the comparable loans, the cap rate, rent, vacancy and expenses the bank underwrote on each, and how each loan has performed since — with the memo or appraisal page behind every figure.

How is it different from market comps?

Market comp data tells you what buildings traded for. Only the bank knows what it assumed when it lent and whether that assumption held up. This solution reads the bank’s credit memos, appraisals, review reports and servicing, and colours each loan by whether NOI, vacancy or expenses held up against plan.

Does it choose the assumptions or approve the loan?

No. The agents find, read and test; the analyst chooses the assumptions and recommends the amount, a credit officer reviews and signs the research note, and committee approves the loan. The policy checker never waives or reinterprets a policy.

What happens when the bank has little history on a question?

It says so. Where only a few loans exist you are told how few, and where none exist that is said instead of a guess — for example, that the bank has no medical office loan outside four metros since 2022.

Can it show us our policy exceptions and how they performed?

Yes. Every exception granted on a CRE loan since January 2023 is listed by type — vacancy, DSCR, interest-only, loan to value and others — with who approved it, the mitigant and how the loan is doing now, and can be exported as an exception report.

Who can see borrower names?

Borrower names follow the bank’s relationship entitlements: shown to people entitled to the relationship, hidden for everyone else. Relationship managers see their own borrowers, and the comparable loan finder never includes a loan the user may not see.

Which records does it read?

Closed-loan terms, approved credit memos and annual reviews, appraisals and review reports, monthly servicing and the credit policy. Every night, new memos, appraisals and servicing records are read and the assumption ranges refreshed.

How long does it take to go live?

The Agentic Solution Engine builds and deploys it from your requirements — your credit policy, memo and note templates and a sample of closed loans — and it goes live once every quality gate has passed. We will walk you through it on your own loans first.

See it on
your own loans.

We’ll run CRE Loan Comps Search on a sample of your own closed loans and credit memos.