Research Note
Commercial Real Estate AI Workflow Research Note
The evidence supports a workflow-first guide. AI can assist with document intake, extraction, market research, initial analysis, writing, and document production. It does
In this article
Commercial Real Estate AI Workflow Research Note
Research conclusion
The evidence supports a workflow-first guide. AI can assist with document intake, extraction, market research, initial analysis, writing, and document production. It does not turn a commercial real estate deal into one automated task.
Professional duties continue across client instruction, confidentiality, source verification, marketing accuracy, valuation, negotiation, diligence, and closing. The accountable reviewer changes by task and jurisdiction.
Governing professional evidence
The RICS professional standard, Responsible use of artificial intelligence in surveying practice, took effect in March 2026. It requires members and regulated firms to understand relevant AI limits, protect private and confidential data, assess whether AI is appropriate for a task, maintain a system register and risk register, test third-party systems, apply professional judgment to material outputs, document reliability decisions, and disclose material AI use to clients.
The standard is not a universal law and does not bind every commercial real estate professional. It is a useful current benchmark for a regulated professional-services workflow.
RICS real estate agency and brokerage guidance places responsibility on agents to agree the client instruction and marketing strategy, protect confidential information, obtain necessary documents, check marketing particulars, and correct information when facts change. The newer Property Agency and Management Principles standard applies globally to RICS members and regulated firms across commercial and residential work.
ALTA and NSPS standards provide a concrete closing-stage example. The 2026 land title survey standards align the information required by clients, lenders, title insurers, and surveyors. AI-generated summaries do not replace the fieldwork, certification, or professional responsibility attached to the survey.
Offering memorandum case
Henry publicly describes a system that accepts property documents, financial records, photos, and firm context to help produce underwriting, comps, research, offering memorandums, broker opinions of value, and pitch decks.
Its Compass Commercial case study says one broker reduced a basic BOV from about two hours and a full OM from as much as seven hours to about 20 minutes. This is a vendor-published customer account, not an independent benchmark. It establishes a documented use case and claimed result for one workflow, not an industry average.
Commercial Observer independently covered Henry's launch and described the product as a deal-deck copilot. The article relies largely on founder statements and does not validate the later time-saving claims.
Workflow model
The public guide can use a representative investment-sale workflow:
| Stage | Typical evidence | Plausible AI role | Accountable human |
|---|---|---|---|
| Instruction and conflict checks | Client identity, scope, authority, conflicts | Organize intake and flag missing fields | Broker, counsel, compliance |
| Property and document intake | Rent roll, trailing financials, leases, title, survey, photos | Classify, extract, normalize, compare | Analyst and source owner |
| Market and comparable research | Proprietary databases, public records, broker knowledge | Retrieve, deduplicate, summarize, draft tables | Analyst and local market expert |
| Underwriting and valuation support | Assumptions, model, comps, debt terms | Populate models, run scenarios, explain changes | Qualified analyst, appraiser, investment lead |
| Positioning and marketing | Verified property facts, strategy, disclosures | Draft narrative, maps, tables, and layouts | Broker, client, legal review |
| Outreach and qualification | Buyer list, CRM, engagement rules | Rank records and draft outreach | Broker and compliance owner |
| Negotiation | Offers, terms, motivations, authority | Compare terms and prepare scenarios | Client, broker, counsel |
| Diligence and closing | Contracts, environmental, title, survey, financing | Track requirements and summarize exceptions | Counsel, engineers, title, lender, client |
This is an explanatory model, not a universal transaction standard. Leasing, debt placement, development, valuation, and property management have different flows.
Sources
| Source | Evidence used |
|---|---|
| RICS Responsible use of AI standard | Current professional duties for data, systems, risk, outputs, client communication, and explainability |
| RICS Property Agency and Management Principles | Current global agency and management standard context |
| RICS Real estate agency and brokerage | Detailed transaction and marketing workflow duties |
| RICS AI in real estate valuation | Current valuation guidance development and professional-judgment boundary |
| ALTA/NSPS Land Title Survey Standards | 2026 survey standards and multi-party closing evidence |
| Henry Compass Commercial case | Attributed offering-memorandum use case and claimed timing |
| Commercial Observer on Henry | Independent launch coverage and product positioning |
Sources
Follow the evidence.
- NIST AI RMF Measure guidanceairc.nist.gov
- Test and Learn annexassets.publishing.service.gov.uk
- Commercial Observer on Henrycommercialobserver.com
- Experimental evidence on professional writingdoi.org
- OECD AI adoption by SMEsdoi.org
- Eurostat enterprise AI reportec.europa.eu
- UK Companies House recordfind-and-update.company-information.service.gov.uk
- Navigating the Jagged Technological Frontierpubsonline.informs.org
- Avison Young company overviewretail.avisonyoung.com
- ALTA/NSPS Land Title Survey Standardsalta.org
- ABA Formal Opinion 512americanbar.org
- About Avison Youngavisonyoung.co.uk
- US Census 2022 SUSB tablescensus.gov
- NAIOP I.CON West 2024 attendeescredaglobal.org
- GOV.UK alpha guidancegov.uk
- GOV.UK prototyping guidancegov.uk
- Henryhenry.ai
- How Compass Commercial Scales with Henryhenry.ai
- Luke Tatman's LinkedIn profilelinkedin.com
- From Static to Strategic: AI's Role in Next-Generation Industrial Real Estatenaiop.org
- nber.org: w31161nber.org
- NIST: Artificial Intelligence Risk Management Framework, Generative Artificial Intelligence Profilenist.gov
- OECD 2026 adoption releaseoecd.org
- RICS Real estate agency and brokeragerics.org
- RICS Responsible use of AI standardrics.org
- RICS Property Agency and Management Principlesrics.org
- RICS AI in real estate valuationrics.org
- Henry company profileycombinator.com
- California DRE corporation recordwww2.dre.ca.gov
- California DRE salesperson listwww2.dre.ca.gov