Commercial real estate, investment operationsA teardown

What still needs a person in CRE investing

Ask most people in commercial real estate whether AI can do this work and the answer is no. At the level the work usually gets described, they are right. Sourcing, diligence, property management, asset management, sale: each one has a moment where a person has to decide, and that moment makes the whole stage look human.

That is not the level the work actually happens at. Cut it finer and you get 151 activities, and 81 of them need no person. This is that list, from the first look at a deal to the sale and the distribution that follows it. Each activity says what AI can do in it, what automation can do, and where a person is still required. It leaves out the fund itself, its strategy, capital raising, investor reporting and fund accounting, and ground-up development. Inspections, repairs, and other work contractors do on site are theirs rather than the firm's, and are not counted.

How the work divides

AIIn 95 of 151 activities
Interprets unstructured material, drafts language, and produces the estimates and comparisons that carry a range.
AutomationIn 104 of 151 activities
Executes defined workflows, where the same input always produces the same answer.
JudgmentIn 70 of 151 activities
A person is required: to decide, approve, sign, certify, or otherwise answer for the result, inside authorities set in advance.
An activity can take more than one kind of work, so the three add up to more than 151.

Where the work sits / 28 groups across 5 stages

01 / Sourcing & evaluation

A deal arrives, gets read, priced and underwritten with little help.

Origination

Ingestion

Analysis

Underwriting

Decision-making

02 / Diligence & closing

Diligence and closing turn on documents, and machines can read, compare, and chase most of them.

Contract

Collection

Review

Re-underwriting

Financing

Closing

03 / Property management

Running the buildings day to day: work orders, leases, rent, and the books, all at once and never finished.

Maintenance

Construction management

Lease administration

Billing & collections

Property accounting

04 / Asset management

Running the investment: the plan, the capital, the debt, and the leasing strategy, all at once and never finished.

Planning & performance

Capital planning

Vacancy & leasing

Debt & financing

Risk & insurance

Energy & sustainability

Entity management

05 / Disposition

Selling comes down to what you say and who you say it to.

Timing & pricing

Marketing

Deal room

Execution

Proceeds & wind-down

Filter
01

Sourcing & evaluation

A deal arrives, gets read, priced and underwritten with little help. A person checks what the numbers rest on, and decides whether to pursue it.

1.1Origination

Broker emails

AI
Reads each message and its attachments to tell an offering from a follow-up and a revision from a resend, and identifies which deal it concerns.
Automation
Monitors the designated inboxes, captures memoranda and attachments, and routes them into ingestion against the existing deal.

External discovery

AI
Interprets unstructured listings and records, and separates a genuinely new opportunity from the same one reappearing under a different broker or address.
Automation
Collects from permitted listing feeds, websites, and public records on a schedule, within the usage rights each source grants.

Relationship origination

Automation
Captures the source, the relationship owner, preliminary terms, and the next action, so a deal that arrived in conversation is tracked like any other.
Judgment
The deal team decides which conversations are worth entering, and what the firm will indicate before anything is underwritten.

1.2Ingestion

Extraction

AI
Pulls deal, property, lease, tenant, financing, and financial data out of memoranda, rent rolls, and operating statements, linking every value back to the passage or table cell it came from.

Normalization

AI
Resolves the ambiguous cases: which entity a differently spelled tenant name refers to, which period an undated column covers.
Automation
Standardizes units, dates, classifications, and financial periods, matches records to existing entities, and surfaces gaps and inconsistencies.

Verification

AI
Ranks what to look at by how far a value could move the decision, concentrating review on ambiguous lease terms, conflicting figures, and critical missing inputs.
Judgment
The deal team confirms or corrects each flagged value.

1.3Analysis

Enrichment

AI
Matches external material to the right property and tenant, including comparables described in prose rather than set out in a table.
Automation
Attaches internal history and external data to each opportunity: comparable transactions and leases, demographics, supply, competition, access, environmental exposure, tenant information, local economy.

Indicators

Automation
Computes standardized indicators describing market, submarket, trade area, retail cluster, property, and tenant: supply growth, occupancy, rent positioning, rollover, and tenant concentration.

Tenant credit

AI
Reads tenant financial statements, filings, guarantees, and news, and estimates how likely each material tenant is to pay through its term, with the evidence and the range.
Automation
Pulls credit ratings, public filings, and payment history for every tenant above a rent threshold, and refreshes them on a schedule.

Benchmarking

AI
Chooses the reference group each indicator should be compared with, and says why it is comparable.
Automation
Places each indicator within its reference group, always naming the group.

Deal assessment

AI
Estimates income durability, downside exposure, and execution complexity from the evidence, each with a range and its reasons.

Deal scoring

Automation
Scores and ranks deals on expected return, the benchmarked indicators, and the assessed risks, against criteria and weights set in advance.

1.4Underwriting

Assumption estimation

AI
Assembles the evidence behind each assumption, the comparable leases, the expense history, the capital items already named in the material, then estimates market rent, growth, downtime, renewal probability, operating expenses, real estate taxes after acquisition including reassessment where it applies, capital needs, and exit cap rates where that evidence supports it, each with its limitations and plausible range.

Site visit

AI
Prepares a brief for the visit from the underwriting's open questions, and afterwards turns the notes and photographs into findings against that brief.
Judgment
The deal team walks the property and its surroundings and judges what only being there shows: access, visibility, condition, and what is around it.

Assumption review

Judgment
The deal team judges whether historical evidence applies to this property's circumstances and, where it is thin, sets the assumption and carries it as a scenario.

Financial modeling

AI
Fits the model to deals a standard structure does not handle: ground leases, percentage rent, unusual recovery terms, layered financing.
Automation
Turns assumptions into cash flows, financing requirements, and returns in a model kept under version, then runs sensitivities, coherent scenarios, and simulation that respects relationships among inputs, since weaker leasing can cut rent growth, extend downtime, and depress exit pricing at once.

1.5Decision-making

Committee memo

AI
Drafts the memo: thesis, evidence, valuation, financing plan, principal risks, open questions, and downside scenarios, with every figure linked to its source.

Investment judgment

Judgment
The investment committee weighs reward against risk, the credibility of the execution plan, and portfolio fit, then approves, rejects, defers, or authorizes further work under explicit conditions.

Decision record

AI
Drafts the record of discussion, dissent, and follow-ups from the meeting itself.
Automation
Preserves the approved model, memo, assumptions, and conditions as the version later changes are judged against.
Judgment
The investment committee confirms the record is what was actually decided, dissent included.

Pass & loss record

AI
Finds out what a lost deal eventually traded at and who bought it, from public records and market reports.
Automation
Records each passed deal and each lost bid with the reason given in the decision record, so declined deals become comparables rather than disappearing.
02

Diligence & closing

Diligence and closing turn on documents, and machines can read, compare, and chase most of them. People negotiate the contract and the loan, hire the vendors, and sign.

2.1Contract

Letter of intent

AI
Drafts the letter of intent from the terms the committee approved: price, deposit, diligence period, closing timeline, and the conditions the firm requires.
Judgment
The deal team approves the letter of intent before it is sent.

Contract review

AI
Compares each draft of the purchase agreement with the letter of intent and the firm's standard positions, and lists every departure with what accepting it would cost.

Contract negotiation

AI
Drafts the firm's response to each markup of the letter of intent and the purchase agreement, within the positions the investment committee approved.
Judgment
The deal team and counsel negotiate the letter of intent and the purchase agreement, including best-and-final rounds, inside the terms the investment committee approved.

Contract execution

AI
Reads the signed contract for every date and condition it sets, including notice mechanics and extension rights.
Automation
Calendars the end of the diligence period, the date the deposit goes hard, each extension right, and closing, and tracks the deposit in escrow.
Judgment
Authorized signatories sign the contract and fund the deposit.

2.2Collection

Checklist

Automation
Maintains the diligence checklist as items are satisfied, every request carrying an owner, a deadline, and a status.

Document requests

AI
Reads what arrives, decides which checklist item it satisfies, and identifies what is still missing from a partial production.
Automation
Requests missing materials through approved channels, chases them on schedule, and routes each document to the reviewer who needs it.

Estoppels

Automation
Prepares each tenant's estoppel certificate on the form the contract requires, filled from the lease abstract, then sends it and chases the signature against the closing date.

Subordination agreements

AI
Compares each subordination, non-disturbance, and attornment agreement the lender requires with the lease, and flags what a tenant is likely to resist.
Automation
Sends the agreements and tracks every signature against the closing date.
Judgment
Counsel approves any negotiated change, and authorized signatories sign for the owner.

Report scoping

AI
Drafts each scope from the asset type, the condition of the property, and what diligence has already turned up.
Automation
Solicits proposals for condition assessments, environmental reports, surveys, and title work, and tracks the responses.

Vendor engagement

Judgment
The deal team approves each scope before it goes out, and then the engagement and the fee.

Scheduling

Automation
Schedules assessments against the diligence deadline and tracks each one through to delivery.

2.3Review

Abstraction

AI
Reads leases, amendments, estoppels, and operating records, and extracts obligations, dates, financial terms, and exceptions.
Automation
Files each extracted term against the lease, space, and property it governs, with its source.

Findings capture

AI
Reads condition, environmental, survey, zoning, and title reports and separates findings that bear on value from those that do not.
Automation
Attaches each finding to the property, the space, and the term it affects.

Comparison

AI
Identifies which underwriting assumptions each difference bears on, and how far it could move them.
Automation
Compares every abstracted term and finding against the acquisition underwriting and raises each difference as an exception.

Findings review

Judgment
The deal team and counsel assess material findings. Each issue resolves through more evidence, revised assumptions, a negotiated remedy, explicit risk acceptance, or withdrawal.

2.4Re-underwriting

Model update

AI
Translates each verified finding into the assumption it changes: a roof near the end of its life becomes a capital line, an estoppel that disagrees with the rent roll becomes a revised rent.
Automation
Feeds those changes into a new version of the approved model, leaving the approved case intact, and recomputes price, capital, financing, and returns.

Deviation detection

AI
Names what drove each deviation from the approved case, and what it is worth.
Automation
Detects material deviations from the approved case against the thresholds that approval set, and routes them.

Revised decision

Automation
Sends the notice the contract requires for whichever election is made, before the deadline it sets.
Judgment
Before the diligence period ends, the deal team proceeds, renegotiates, extends, or terminates. A case that has moved materially goes back to the investment committee, judged against what it actually approved.

2.5Financing

Loan request

AI
Drafts the financing package from the underwriting and the diligence record: the property, the business plan, the sponsor, and the loan sought.
Automation
Distributes the approved package to the lenders on the approved list and tracks every response.
Judgment
The deal team approves the package before it reaches any lender.

Term sheet comparison

AI
Reads each quote and states it in comparable form: proceeds, rate, amortization, interest-only period, prepayment, recourse, reserves, and covenants.
Automation
Computes all-in cost and covenant headroom for each quote on the underwriting's cash flows.

Lender selection

Judgment
The deal team chooses the lender and decides whether and when to lock the rate, and authorized signatories sign the term sheet.

Loan documentation

AI
Compares the loan documents with the signed term sheet and flags every provision that departs from it.
Automation
Delivers what the lender's diligence checklist asks for from the record diligence already built, and tracks what is outstanding.
Judgment
Counsel negotiates the documents and authorized signatories sign them.

2.6Closing

Entity formation

Automation
Prepares formation documents, registrations, and tax identification for the acquiring entity from the approved structure, and adds it to the entity record.
Judgment
The deal team approves the holding structure counsel recommends.

Condition tracking

Automation
Tracks conditions, responsibilities, signatures, lender requirements, and final documents through to satisfaction.

Status reporting

AI
Drafts the status update and says what is actually blocking the close, rather than listing everything outstanding.
Automation
Flags dependencies as dates move, so a slipped item surfaces everything it delays.

Settlement statement

AI
Interprets the charges and credits on the title company's settlement statement against the contract, and explains any that do not match the firm's figures.
Automation
Computes prorations of rent, recoveries, taxes, and operating expenses, and the credit for tenant security deposits, as of the closing date, and matches each line of the statement against them.

Final approval

Automation
Assembles the funds flow and flags any wire instruction that differs from the instructions on record.
Judgment
The accounting team confirms changed wire instructions by phone to a known number, the deal team approves final terms, and authorized signatories release funds.

Tenant & vendor transition

Automation
Sends tenants and vendors the standard notices of the new owner, where to pay, and where to send certificates of insurance, and transfers utility and service accounts.
Judgment
Asset managers decide which service contracts to take on and which to terminate.

Operational handoff

Automation
Turns verified acquisition information into the opening operating record at closing: lease obligations, accounting balances, financing terms, capital plans, vendor arrangements, reporting deadlines.

Post-closing true-ups

Automation
Tracks holdbacks, escrows, and the post-closing settlement of recoveries and other items the seller and buyer owe each other.
Judgment
The deal team approves the final settlement with the seller.
03

Property management

Running the buildings day to day: work orders, leases, rent, and the books, all at once and never finished. A person approves consequential work, payments outside policy, enforcement, and anything drafted for someone outside the firm.

3.1Maintenance

Work intake & asset records

Automation
Consolidates inspections, service requests, equipment records, warranties, and capital plans, each tied to the property, space, and equipment it concerns.

Work prioritization

AI
Reads the request, the inspection note, or the tenant complaint to identify what is actually wrong and what it threatens, then ranks the work by urgency, property impact, contractual obligation, and expected cost, so the queue reflects consequence rather than the order things arrived in.

Vendor dispatch & completion

AI
Matches the work to a vendor qualified for it, and drafts the scope for anything beyond routine work.
Automation
Dispatches routine work to approved vendors on standard scopes at agreed rates, and tracks completion back to the record that requested it.

Service contracts

AI
Levels the bids when a contract is rebid, restating each against one scope so the prices compare.
Automation
Tracks every recurring service contract, janitorial, landscaping, snow, security, elevator, against its scope, rates, term, and rebid date.

Regulatory inspections

AI
Reads each inspection report for violations and the deadline to cure them.
Automation
Calendars the inspections and certificates each property must keep current, fire and life safety, elevators, backflow, occupancy, opens a work order when one lapses or fails, and closes it when the inspector's clearance arrives.

Work approval

Judgment
Property managers approve the scope and cost of consequential work, award service contracts, and accept completed work.

3.2Construction management

Bid leveling

AI
Restates each contractor's bid against one scope, separating what is included, excluded, and assumed, so the prices actually compare.

Change orders

AI
Reviews each change order against the contract scope it claims to change, and says whether the work was already included.
Automation
Tracks approved changes against the contract sum and the remaining contingency.
Judgment
Property managers approve or reject each change order, and asset managers approve any beyond the contingency.

Pay applications

AI
Reviews each pay application against the schedule of values and the work reported complete.
Automation
Tracks lien waivers, retainage, and payments against the contract.
Judgment
Property managers release each draw.

Project monitoring & closeout

AI
Reads progress reports and schedules for delays, and estimates what each would cost.
Automation
Tracks the punch list, and records warranties and new equipment in the asset records when the project closes.
Judgment
Property managers accept the completed project.

3.3Lease administration

Lease commencement

AI
Reads the commencement memo and delivery records against the lease, and flags any date that disagrees with it.
Automation
Records delivery, commencement, and rent commencement dates and starts billing on them once they agree with the lease.

Lease record maintenance

AI
Reads each new amendment, side letter, and notice for what it changes in the lease.
Automation
Keeps lease abstracts, rent schedules, escalations, options, insurance requirements, and recoveries current as documents and payments arrive.

Obligation & deadline tracking

Automation
Tracks notice dates and option windows against the lease that creates them.

Tenant issues & correspondence

AI
Surfaces tenant issues as they appear and drafts responses from the lease record and the history with that tenant.
Judgment
Property managers approve anything sent, because it is the firm speaking to its counterparty.

Tenant improvement allowances

AI
Reviews the plans and costs for work the tenant manages against the allowance and the work letter.
Automation
Computes what is due against invoices, lien waivers, and completion, and tracks what remains of the allowance.
Judgment
Asset managers approve anything beyond the allowance or the work letter.

Leasing commissions

Automation
Computes commissions under each brokerage agreement and schedules each payment on the milestones it sets.

Move-out

AI
Reads the move-out inspection against the lease's restoration and surrender obligations, and estimates the charges.
Automation
Computes the final balance against the security deposit and refunds or releases what remains.
Judgment
Property managers approve the deductions, and asset managers decide any the tenant disputes.

3.4Billing & collections

Billing

Automation
Raises rent, escalations, recoveries, and other charges from the lease terms on the schedule each lease sets, and posts them to the tenant ledger.

Cash application

AI
Reads remittances and works out what a payment was meant to settle when it does not match an invoice.
Automation
Matches receipts to the tenant, the charge, and the period they satisfy, including partial payments.

Percentage rent

Automation
Collects tenant sales reports on the schedule each lease sets, computes percentage rent against each breakpoint, and chases reports that are late.

Security deposits & letters of credit

Automation
Records each deposit and letter of credit against the lease that requires it, tracks expiry and required amounts, and requests a renewal before a letter of credit lapses.

Delinquency escalation

AI
Drafts each formal notice against the balance, the lease, and the notices already sent.
Automation
Tracks aging per lease, sends the reminders the collection policy sets from approved templates, and preserves every notice against the tenant record.

Collection policy

Judgment
Asset managers set the reminder schedule, the escalation ladder, and who may approve what at each step.

Enforcement decisions

Judgment
Asset managers and the leasing team approve each formal notice of default, and decide when to agree to a payment plan, draw on a deposit or letter of credit, refer the matter to counsel, or write the balance off.

3.5Property accounting

Invoice processing & classification

AI
Reads the invoice, identifies the property, account, and work it belongs to, and catches what a vendor has described differently than last time.
Automation
Codes it and matches it against the work order or contract that authorized it.

Bank & ledger reconciliation

Automation
Reconciles every operating and reserve account against bank activity and the ledger, and holds what does not match for review.

Recovery reconciliation

Automation
Computes each tenant's share of operating expenses, taxes, and insurance at year end under the caps, exclusions, base years, and gross-ups its lease sets, and issues the reconciliation statement.

Recovery disputes

AI
Drafts answers to tenant audits and disputes from the lease language and the ledger, and identifies where the lease is genuinely ambiguous.
Judgment
Property managers approve each answer before it is sent, and asset managers decide how disputed charges are settled.

Cash forecasting

AI
Estimates the timing of uncertain receipts and payments, such as delinquent rent and uncommitted spending, with a range.
Automation
Projects cash by account and entity from opening balances and scheduled receipts and payments, so a shortfall is seen before a payment run rather than during it.

Payment execution

Automation
Releases approved payment runs, applies bank controls such as positive pay, and funds reserve accounts on schedule.

Period close

AI
Estimates accruals for work performed but not yet invoiced, and investigates each close exception and proposes the correcting entry.
Automation
Posts recurring entries on approved schedules and runs the close checklist that says what is still open.
Judgment
The accounting team approves the accruals and corrections, and closes the period.

Operating statements

AI
Catches what the ledger controls miss: an expense coded to the wrong account, a charge that recurs when it should not, a vendor billing outside its contract.
Automation
Prepares monthly operating statements from the closed ledger.

Payment approval

Automation
Releases payments that match an approved contract or work order within the limits policy sets.
Judgment
The accounting team approves payments outside the approved contracts and limits.

Property tax administration

Automation
Tracks assessments, tax bills, payment dates, and appeal deadlines per parcel, and schedules each payment.

Information returns

Automation
Issues 1099s to vendors and other recipients from the payment record, and files them by the deadline.
04

Asset management

Running the investment: the plan, the capital, the debt, and the leasing strategy, all at once and never finished. Machines can measure and forecast it; asset managers decide what to do about it.

4.1Planning & performance

Budget preparation

AI
Forecasts the lines that are not contracted, turnover, downtime and recoverable expense inflation, and explains each line that departs from last year, so the budget arrives with its reasoning attached.
Automation
Builds the operating and capital budget line by line from the lease record, contracted expenses, and the capital plan.

Budget approval

Judgment
Asset managers approve the budget, which is then the plan operations are measured against for the year.

Variance measurement

Automation
Compares actual results with acquisition underwriting, the budget, and the current forecast, line by line, and flags variances that cross the thresholds policy sets.

Variance attribution

AI
Explains material variances: what is timing and what is permanent, then how much comes from market movement, from execution problems, and from assumptions that were wrong to begin with.

Forecast revision

AI
Rebuilds remaining-term forecasts on what performance has actually demonstrated rather than on what was assumed at acquisition.
Automation
Recomputes the remaining-term forecast from the revised assumptions and keeps each version.

Property tax appeals

AI
Estimates whether a property is over-assessed from its income, comparable assessments, and recent sales, and what an appeal could save.
Judgment
Asset managers decide whether to appeal and approve the consultant who files it.

Distributions

Automation
Computes the cash available above the operating reserve and the loan's restrictions, and transfers the approved amount to the property's owner.
Judgment
Asset managers decide how much to distribute and how much to hold in reserve.

Asset reporting

AI
Drafts the periodic asset report for the owner from the operating statements, the variance explanations, leasing activity, capital project status, and material risks.
Automation
Assembles the report's schedules and sends it on the reporting calendar once approved.
Judgment
Asset managers approve the report and its recommendations.

Manager oversight

AI
Reads each property manager's monthly package against the management agreement and the budget, and identifies where performance or reporting falls short.
Judgment
Asset managers hold the property manager to the agreement and decide when to replace one.

Business plan

AI
Drafts revisions to the property's operating and leasing strategy from performance and market evidence.
Judgment
Asset managers approve the business plan, and recommend refinancing or sale to the investment committee when the plan calls for it.

4.2Capital planning

Capital plan

AI
Estimates the remaining useful life of roofs, parking, and building systems from age, inspection findings, and repair history, and what replacing each will cost.
Automation
Schedules the multi-year capital plan from those estimates and the landlord's obligations under each lease.
Judgment
Asset managers approve the multi-year plan.

Project award

Judgment
Asset managers approve the project, the contractor, and the contract.

4.3Vacancy & leasing

Expiration & vacancy exposure

Automation
Computes upcoming expirations, break dates, and vacancy by space and for the property as a whole.

Achievable terms estimation

AI
Estimates achievable rent, concessions, and downtime from current market evidence and the space itself.

Prospect identification

AI
Identifies prospects and matches them against the space, the tenant credit sought, and the timing the plan requires.

Prospect credit

AI
Reads a prospective tenant's and guarantor's financials and estimates how likely the tenant is to pay through the proposed term.
Automation
Pulls credit ratings, filings, and payment references for each shortlisted prospect.

Proposal comparison

AI
Reads each proposal, including the terms buried in the letter of intent, and states them in comparable form.
Automation
Computes net effective rent, capital required, and term for each proposal, and its effect on the property's expiration schedule.

Positioning & commitment

AI
Proposes asking terms and positioning for each vacant space from the achievable-terms estimate and the competing space nearby.
Judgment
The leasing team positions vacant space and negotiates commercial terms with new tenants, and asset managers approve each commitment.

Lease drafting

AI
Drafts the lease or amendment from the approved terms and the firm's form, and compares each tenant redline with the firm's standard positions.
Judgment
Counsel negotiates the legal language and authorized signatories sign.

Consent requests

AI
Reads each request to assign, sublet, alter, or change use against the lease and the loan documents, and says what the lease allows, what the lender must approve, and what the request would cost or risk.
Judgment
Asset managers grant, condition, or refuse the consent.

Renewals & tenant disputes

AI
Prepares each renewal and dispute: the tenant's payment history and credit, current market terms, and what losing the tenant would cost.
Judgment
Asset managers and the leasing team own relationships with existing tenants: renewals, concessions, and disputes.

4.4Debt & financing

Debt record & covenant tracking

Automation
Tracks loan terms, debt service, covenants, reserves, draws, hedges, and maturities against the entities and properties they encumber.

Covenant & funding forecasting

AI
Forecasts covenant headroom, funding needs, and refinancing exposure across the remaining term.

Obligation & breach alerts

AI
Names the driver behind an approaching covenant breach, not only the ratio that is nearing its limit.
Automation
Flags approaching obligations and potential breaches early, with the covenant and the margin.

Lender reporting

AI
Drafts the narrative sections each lender package requires.
Automation
Assembles compliance certificates and periodic reporting from the debt and operating records on the schedule each loan sets.
Judgment
Authorized signatories certify what is submitted.

Lender consents

AI
Identifies which leases, alterations, and transfers need the lender's consent under the loan documents, before the firm commits to them, and drafts each request.
Automation
Assembles each request with the support the lender requires and tracks the response.
Judgment
Asset managers approve each request before it reaches the lender.

Reserve draws

Automation
Assembles reserve draw requests from eligible spending and its support, and tracks what is requested, approved, and received.
Judgment
Asset managers approve each request and the statements it makes to the lender.

Modifications & workouts

AI
Drafts the case for a covenant waiver, loan modification, or workout from the debt and operating records.
Judgment
Asset managers and counsel negotiate modifications and workouts with the lender, and authorized signatories sign them.

Financing decisions

AI
Compares refinancing, extension, and hedging options on cost, covenant headroom, and exposure.
Automation
Computes debt service, proceeds, fees, and covenant headroom for each option from its terms.
Judgment
Asset managers manage lender relationships and approve refinancing, new borrowing, and hedging.

4.5Risk & insurance

Exposure monitoring

AI
Sizes each change in tenant, market, coverage, or financing exposure against the position it threatens, so it is measured rather than merely noticed.
Automation
Watches tenant credit and payment behavior, tenant sales and occupancy cost, insurance coverage, physical and environmental exposure, market conditions, and financing constraints.

Compound signal analysis

AI
Reads related signals together and describes the combination in words, a major tenant deteriorating ahead of a loan maturity for instance, and estimates what the two would cost together.

Alert composition & routing

AI
Writes the alert: the exposure, the evidence, the potential consequence, and the response required.
Automation
Routes it to the person who owns it, with the deadline the response needs.

Risk response

Judgment
The asset manager who owns the exposure decides what the firm does about it: accept it, mitigate it, reserve against it, or escalate.

Tenant insurance compliance

AI
Reads each tenant's certificate of insurance and endorsements against what its lease requires, and flags the gaps.
Automation
Tracks expiry dates and open gaps, and requests renewed or corrected evidence from approved templates.

Property insurance records

Automation
Tracks policies, limits, deductibles, named insureds, and renewal dates against the properties and entities they cover.

Placement & renewal

AI
Estimates insurable values and loss exposure for the first placement at acquisition and ahead of each renewal, and compares the terms and exclusions of each quote.
Judgment
Asset managers approve the program, and authorized signatories instruct the broker to bind it.

Claims

AI
Assembles the claim narrative from the incident record, inspection reports, and repair costs.
Automation
Files it with that evidence already attached and tracks it through to settlement.
Judgment
Asset managers approve the claim before it is filed, and approve what is settled.

4.6Energy & sustainability

Utility data & benchmarking

Automation
Collects utility and meter data for every property and files the energy benchmarking each jurisdiction requires.

Building performance standards

AI
Interprets the local building performance limits that apply to each property, and estimates future consumption and the effect of possible retrofits.
Automation
Computes the gap to each limit and the penalty it would carry from the formulas the regulation sets.
Judgment
Asset managers decide which retrofits to fund and when.

4.7Entity management

Entity & authority records

Automation
Maintains ownership structures, governing documents, and signing authorities, connected to each entity's properties, owners, accounts, and commitments.

Registration & filing calendar

Automation
Tracks registrations and filing deadlines per jurisdiction and entity, with the obligations they arise from attached.

Filings & governance

Judgment
Authorized signatories approve filings and governance changes on the advice of counsel and the accounting team.
05

Disposition

Selling comes down to what you say and who you say it to. The analysis, the deal room, and the closing figures can be prepared without anyone; people decide when to sell, what to disclose, and who buys, and sign for everything that follows.

5.1Timing & pricing

Valuation update

AI
Estimates what the asset would sell for net of selling costs, with the range the evidence supports.
Automation
Keeps the sale inputs current: performance, comparable transactions, financing conditions, buyer return requirements, and selling costs.

Hold versus sell

AI
Estimates continued ownership against a sale and against refinancing, with ranges for performance, capital needs, exit pricing, and execution risk.
Automation
Computes hold and sale cash flows and returns from those assumptions.

Timing, price & terms

Judgment
The investment committee sets timing, price expectations, and acceptable terms, and decides whether the sale will be part of a tax-deferred exchange.

5.2Marketing

Broker selection

AI
Assembles each candidate's relevant transaction history and coverage of the likely buyer pool, and compares proposed pricing, fee structure, and process against what the market is actually clearing at.
Judgment
The deal team selects the broker and agrees to the listing terms.

Seller pre-diligence

AI
Reads the property's record the way a buyer's diligence will, and finds the issues likely to move price before a buyer does.
Automation
Requests the updated reports and records a buyer will ask for, and tracks them until the deal room is complete.
Judgment
The deal team approves which reports to commission.

Offering materials

AI
Drafts offering materials and property summaries from verified records, every material representation traceable to its evidence.
Automation
Generates the financial schedules from verified records.

Buyer-specific analysis

AI
Reads what each buyer has bought before and what they underwrite to, and restates the opportunity against the return requirements and holding assumptions that buyer works to.

Marketing approval

Judgment
The deal team approves the marketing position and the offering materials before release.

5.3Deal room

Confidentiality agreements

AI
Compares each buyer's markup of the agreement with the firm's form and flags what changed.
Automation
Grants deal room access only once a buyer's confidentiality agreement is signed, and records what each buyer has seen.
Judgment
Counsel approves any departure from the firm's form, and authorized signatories sign.

Deal room assembly

Automation
Assembles a permission-controlled deal room from existing records, with version control and request tracking.

Diligence responses

AI
Answers buyer requests with evidence-linked responses drawn from the same records the offering materials were built from.
Judgment
The deal team approves each response before a buyer sees it, since it may become a representation.

Restricted information release

Judgment
The deal team decides which confidential records each buyer may see, and when.

5.4Execution

Offer comparison

AI
Reads each offer and states its conditions in comparable form, then weighs financing risk, diligence conditions, and the buyer's ability to close.
Automation
Computes net proceeds, deposits, and timing for each offer from its terms.

Buyer selection

Judgment
The investment committee selects a buyer and the terms the firm will hold to.

Sale contract

AI
Compares the buyer's drafts of the purchase agreement with the accepted offer and the firm's standard positions on representations, survival, and caps, and lists every departure.
Judgment
The deal team and counsel negotiate the agreement and authorized signatories sign it.

Exchange setup

Automation
Prepares the exchange agreement when the sale is part of a tax-deferred exchange, and directs the proceeds to the qualified intermediary so they never reach the seller.
Judgment
Authorized signatories sign the exchange agreement.

Debt payoff or assumption

AI
Compares paying the loan off with letting the buyer assume it, on cost and on the effect on price and certainty of closing.
Automation
Requests payoff letters and computes prepayment, defeasance, or assumption costs as of the closing date from the loan terms and the quotes received.
Judgment
The deal team decides between payoff and assumption, inside the terms agreed with the buyer.

Sale settlement statement

AI
Interprets the charges and credits on the settlement statement against the contract, and explains any that do not match the firm's figures.
Automation
Computes prorations of rent, recoveries, taxes, and operating expenses, and the credit for tenant security deposits, as of the closing date, and matches each line of the statement against them.

Sale closing

Automation
Coordinates the closing and preserves the final records against the entity, property, and transaction they belong to.
Judgment
Authorized signatories approve the settlement statement and sign the deed and closing documents.

5.5Proceeds & wind-down

Final distribution

Automation
Sends net sale proceeds, less any held for an exchange or in reserve, from the property's accounts to its owner.
Judgment
Asset managers approve the distribution and the reserve held back against post-closing obligations.

Post-closing obligations

AI
Drafts the response to each buyer claim from the sale contract and the transaction record.
Automation
Tracks holdbacks, survival periods, and the deadline for any claim under the contract's representations.
Judgment
The deal team and counsel approve each response and decide what to settle.

Replacement identification

Automation
Tracks the identification and closing deadlines the exchange rules set, and the funds the intermediary holds.
Judgment
The investment committee chooses the replacement properties, and authorized signatories sign the formal identification.

Entity dissolution

Automation
Prepares the final filings and dissolution documents, and applies the record retention the entity's documents require, once nothing remains outstanding.
Judgment
Authorized signatories approve dissolving the entity on the advice of counsel.

Realized performance review

AI
Explains what caused each material variance from the original investment case.
Automation
Computes realized returns and the variance from the original investment case line by line, and returns the result to the record for the next decision to draw on.
Sourcing, Diligence, Property management, Asset management, Disposition151 activities