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AI in Commercial Real Estate

May 6, 2026

Navigating the Fog: 2026 Real Estate Trends & the AI Advantage

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According to the 2026 ULI/PwC Emerging Trends in Real Estate report, U.S. commercial real estate is "navigating the fog" — a market where one-third of surveyed industry leaders expect conditions to improve, one-third expect them to worsen, and the remainder see no change. That three-way split is not noise. It is the defining feature of the 2026 cycle: capital is abundant, conviction is scarce, and the gap between operators with real-time data and operators still running portfolios out of static spreadsheets is widening every quarter. As one ULI panelist summarized: "It's very hard to figure out what's the signal and what's the noise."

This analysis draws on Smart Capital Center — a CRE intelligence platform analyzing $500B+ in transactions across 120M+ properties, used by KeyBank, JLL, and The RMR Group — to translate the ULI 2026 themes into specific actions institutional investors and lenders can take right now.

The Basics: What "Navigating the Fog" Means in CRE 2026

The 2026 ULI/PwC report frames the year ahead with one phrase: fog. In practical terms, it means three measurable conditions are converging at once.

1. Sentiment is fragmented. ULI's 2026 survey shows roughly even thirds of respondents expecting improvement, deterioration, or stasis in capital markets — the widest sentiment dispersion since the post-2008 cycle.

2. Transaction velocity is bifurcated. Bidding for top-tier assets is producing 8–10% price premiums, while secondary assets are seeing extended marketing periods and re-trades on price.

3. Data infrastructure is the differentiator. The industry no longer competes on access to information — virtually every firm has CoStar, ARGUS, and a Bloomberg terminal. The competition is on speed of synthesis: how fast a team can move from raw data to a defensible underwriting decision.

For investors, lenders, and asset managers, "navigating the fog" is shorthand for one operational truth: 2026 will reward firms that compress their decision cycles and punish firms that do not.

The AI Revolution: More Than a Buzzword

Artificial intelligence (AI) no longer sits at the periphery of CRE conversations; it now shapes core business models. The ULI 2026 report names "AI Moves into Real Estate" as a defining theme, reflecting a leap from speculative potential to operational necessity.

As one ULI executive panelist noted: "The question today isn't how much data do we have — it's how do we convert it into actionable strategy. AI is the only tool powerful enough to keep pace with the market's complexity."

AI has become operationally embedded in three core CRE functions:

Automated Underwriting and Due Diligence

What once took weeks now takes hours. AI-driven document recognition and risk-flagging compress the diligence cycle without sacrificing rigor. Ken Schroeder of KeyBank reported a 40% reduction in financial model preparation timeafter implementing automated underwriting workflows — a process that previously consumed three analysts for a full day now requires one analyst for two hours, with full audit-ready traceability for loan committee.

Market and Portfolio Analysis

AI parses macroeconomic signals, micro-market absorption data, and tenant-level performance simultaneously — surfacing patterns invisible to manual analysis. The challenge in 2026 is not lack of data; it is discerning what matters most.

Predictive Maintenance and Smart Operations

Sensor-enabled buildings combined with AI-powered facility management platforms now predict equipment failures before they disrupt operations. This preserves NOI, reduces tenant churn, and protects asset value at exit.

Sarah Queen of Mountain Lights, quoted in the ULI panel, articulated the shift: "We use AI as a peer for idea validation. Our goal isn't to replace judgment but to sharpen it using every relevant data stream."

Capital Markets: Decision-making in a “Half Full, Half Empty” Landscape

The ULI 2026 report’s capital markets section is titled “Half Full or Half Empty?” a reflection of the uncertainty gripping the space. Sentiment is sharply divided: a third of survey respondents believe conditions will improve, a third predict worsening, and the remainder see no change. This fragmentation in outlook underscores the importance of staying nimble and well-informed.

Panelists noted the paradox at play: “There’s a 20-year high appetite to buy, but a historic caution underpinning every transaction.” Opportunities exist in abundance, but the pathway is narrow and straight-line thinking no longer works.

Key capital markets trends for 2026 include:

  • Selective Demand and Asset Flight to Quality: Investors are concentrating capital in well-located, defensible assets. Hassam Naji noted that for coveted properties, “you get an eight to ten price increase during bidding,” showing that while overall transaction volume may be down, competition at the top is fierce.
  • Cost of Capital & Rate Trajectories: Inflation and central bank policy continue to cast a shadow. While some panelists fear stagnant cap rates, others anticipate selective compression for “flight to quality” assets as capital seeks safe havens. One panelist posited, “Flat cap rate projections may be too pessimistic,” especially in top-tier metros.
  • “Fog” as a Catalyst: Rather than seeing ambiguity as a deterrent, innovative players use these conditions as a competitive lever. When market visibility is low, timely access to validated data and instant underwriting become decisive advantages.

“In this market, conviction is more valuable than ever,” said one senior analyst. “But conviction must be grounded in real-time data, not wishful thinking.”

There is an “arms race” for information, but also for the speed to interpret and deploy it. Tools that enable dynamic scenario planning and instant asset comparison are no longer nice-to-haves, they are survival gear for dealmakers.

The Next Generation of Asset Classes: From Sidelined to Center Stage

Emerging asset classes have shifted from the "niche" column to essential pillars of the modern CRE portfolio. The ULI 2026 report draws a clear distinction: the leaders of 2026 and beyond will be those who understand these markets at a granular level and underwrite them with conviction.

Why Are Data Centers a Top CRE Investment in 2026?

Data centers, once esoteric, now sit at the heart of digital infrastructure. AI compute demand, cloud migration, and IoT adoption have driven national data center vacancy below 2%, per the ULI 2026 report. As one panelist noted: "AI's growth is everything to the data center asset class. But the checks are getting bigger; the risk is outsized if you don't understand the power and environmental variables."

Success in this asset class requires next-generation diligence: modeling energy regulation risk, grid resilience, and political sentiment alongside tenant credit. Many developers are now partnering directly with utilities and municipalities to future-proof projects against shifting sustainability standards.

How Is the Silver Tsunami Reshaping Senior Housing?

By 2026, the first baby boomers turn 80, and roughly 11,000 Americans reach age 65 every day (U.S. Census Bureau projections). This demographic wave is both a supply challenge and an innovation opportunity.

Chris Porter, in the ULI 2026 panel, framed it: the demand spans "active adult communities to tech-enabled assisted living and memory care." Operators who layer AI-driven wellness programming and remote health monitoring on top of strong real estate fundamentals achieve higher occupancy, longer tenure, and better outcomes for both investors and residents.

The dichotomy in this asset class is geographic. In some markets, oversupply and persistent labor shortages threaten margins. In others, rapidly aging populations are producing structural undersupply and premium pricing power. Hyper-local analytics — not national averages — separate winners from losers.

Build-to-Rent (BTR) and Multifamily Resilience

Build-to-rent and traditional multifamily continue to perform as core CRE strategies, especially given persistent housing unaffordability. Sarah Queen forecast on the ULI panel: "Multifamily assets acquired below today's replacement cost will deliver outperformance for years." The ULI 2026 report — and aligned JLL multifamily research — confirms apartment construction starts have declined sharply, even as demand holds steady.

Data-enabled owner-operators in 2026 are using:

  1. Real-time rent roll analytics to compress leasing velocity and reduce vacant days.
  2. Automated benchmarking to track submarket renewal rates and rent growth daily.
  3. Scenario modeling to determine the right value-add and capital allocation strategy under new expense and revenue realities.

Other Emerging Sectors: Innovation and Opportunity

  • Life Sciences: Lab and research facilities have seen continued investment, especially in markets clustered around research universities and biopharma hubs. The asset class demands specialized expertise but offers a strong secular growth trajectory.
  • Cold Storage and Industrial: Food supply chains, e-commerce logistics, and pharmaceutical distribution are driving sustained demand. Automation, location strategy, and last-mile optimization define the winners.
  • Self-Storage: Once overlooked, self-storage is now a resilient performer in markets absorbing migration inflows and shifting work-from-home patterns.

The common thread: success in any of these sectors requires fusing traditional asset data with external signals — population migration, job growth, and technology adoption rates.

The Resurgence of Major Markets: The Return of the Gateway

For years, Sun Belt city growth has crowded out legacy “gateway” metros in industry narratives. But the ULI 2026 report shows a significant shift, with four Northeast markets; Jersey City, Brooklyn, Manhattan, and Northern New Jersey, rocketing into the top-10 list for investor interest.

Sarah Queen, reflecting on the data, observed, “Count New York out at your peril. When capital and talent migrate back, vibrancy returns across office, retail, and multifamily.”

Key drivers include:

  • Return-to-Office and Urban Revival: Office attendance in primary metros approaches 80% of pre-pandemic levels, supporting renewed demand for prime office, luxury retail, and high-end multifamily stock.
  • Global Capital Rotation: International investors are circling U.S. gateway markets, drawn by relative economic stability and long-term upside.
  • Urban Amenity Renaissance: Renovated amenities, experiential destinations, and transit-oriented development draw a new wave of both residents and businesses.
Chris Porter cautioned: "Not every urban district is rebounding. Deep local insight and property-level data are required to distinguish signal from noise."

Demographic and Societal Shifts: The Foundational Drivers

If capital and technology create the near-term advantage, demographics explain long-term demand. The ULI 2026 panel placed special focus on three structural shifts:

  • Immigration as Primary Growth Engine. Per U.S. Census long-term projections, immigration is set to become the primary driver of U.S. population growth by 2040 — with profound implications for regional housing markets, workforce strategy, and asset class selection.
  • Household Formation Volatility. The post-pandemic period has produced both delays and surges in household formation. Tracking migration flows, educational attainment, and labor market participation is now essential for any investor underwriting long-term absorption.
  • Aging in Place and Care Preferences. Rising longevity and shifting healthcare preferences complicate demand forecasting for senior housing, multifamily, and single-family rental simultaneously.

The takeaway for 2026: cross-referencing live demographic models with real asset data is now the baseline for resilient, forward-looking strategy.

Back to Basics But With a New Data Engine

A consistent narrative in the 2026 report is the renewed emphasis on fundamental operational rigor, reimagined through new technologies. “Back to Basics with New Tools” means that while location, execution, and capital discipline remain critical, the “how” is being revolutionized.

  • Operational Analytics: Real-time dashboards synthesize rent collections, expense flows, tenant feedback, and maintenance requests generating precise risk flags or value opportunities.
  • Automated Compliance: Systems now monitor financial covenants, insurance, and regulatory changes in real-time, minimizing costly breaches and maximizing operational uptime.
  • Value Creation through Tech: Owners who harness modern platforms can spot underutilized assets a vacant rooftop, below-market lease, or obsolete system before competitors, creating significant alpha in tight markets.

Industry voices agree:

“Every basis point of NOI counts—data lets us find and act on them faster,” noted a leading asset manager quoted in the ULI report.

How to Evaluate a CRE Investment Under 2026 Conditions

The ULI 2026 framework reduces to a five-step diligence sequence that institutional investors and lenders can apply on every deal in the current market.

  1. Pull 36-month absorption data for the target submarket and flag any quarter where absorption fell below the five-year average. This identifies markets that look stable on annual averages but are softening underneath.
  2. Model DSCR at current asking rent, then at 85% of asking rent. If the deal does not pencil at 85%, the deal does not pencil — full stop.
  3. Run three CapEx scenarios — deferred maintenance, standard reserves, and full repositioning — against projected NOI. The 2026 cost environment punishes under-reserved capital plans.
  4. Cross-reference the resulting risk profile against the capital stack options available in the market. Debt fund pricing, agency execution, and bank appetite all moved in 2025 — the playbook from 18 months ago is stale.
  5. Stress-test for the 2026-specific risks: data center power constraints, senior housing labor scarcity, gateway-market re-urbanization sensitivity, and immigration-driven demand shifts.

Smart Capital Center automates all five steps in a single dashboard, pulling from 1B+ live data points — reducing this diligence cycle from two days to under three hours.

Smart Capital Center in the 2026 Landscape

Platforms like Smart Capital Center (SCC) have become vital enablers of the data-driven 2026 playbook. SCC's stack is purpose-built to harness the proliferation of real estate and financial data, automating risk scoring, benchmarking, and opportunity analysis for CRE professionals at every scale.

  • Integration. SCC connects directly to ARGUS Enterprise, Yardi, Midland Enterprise, and SS&C Precision — eliminating the manual reconciliation step that costs institutional teams an average of 12 analyst-hours per reporting cycle.
  • Intelligence. Proprietary algorithms surface actionable insights — not just data — so leaders can make faster, more informed decisions under pressure.
  • Agility. Clients including KeyBank, JLL, RMR Group, and Aareal Bank underwrite and manage deals with conviction even when market visibility is low.

Fernando Salazar at JLL reported a 30x productivity gain on portfolio-level analysis after deployment. Ken Schroeder at KeyBank reported a 40% reduction in financial model prep time for the loan committee process.

In a market defined by fog, those numbers are not marketing — they are the operational difference between the firms compounding ahead and the firms repricing every quarter.

Frequently Asked Questions: 2026 CRE Trends

What are the biggest commercial real estate trends for 2026?

The 2026 ULI/PwC Emerging Trends report identifies four defining themes: AI moving into core CRE workflows, capital-markets sentiment splitting roughly into thirds (improve / worsen / flat), the resurgence of gateway markets including New York and New Jersey, and the rise of new essential asset classes like data centers and senior housing. The common thread across all four is that 2026 rewards data velocity — firms that can underwrite faster than their competition will outperform.

How is AI being used in commercial real estate underwriting in 2026?

AI is now operationally embedded in three CRE functions: automated document review and risk-flagging during diligence, real-time market and portfolio analysis, and predictive maintenance for operating assets. Institutional firms using these workflows report measurable outcomes — including a 40% reduction in financial model preparation time at KeyBank and a 30x productivity gain on portfolio analysis at JLL. The 2026 question is no longer whether AI works in CRE; it is how quickly a firm can embed it.

Are gateway markets like New York and New Jersey coming back in 2026?

Yes. The ULI 2026 report shows four Northeast markets — Jersey City, Brooklyn, Manhattan, and Northern New Jersey — among the top-10 markets for investor interest. The drivers are office attendance approaching 80% of pre-pandemic levels in primary metros, sustained global capital rotation toward U.S. gateway markets, and a renaissance in urban amenities, transit-oriented development, and luxury retail.

What is driving data center demand in 2026?

AI compute, cloud migration, and IoT adoption have pushed national data center vacancy below 2% per the ULI 2026 report. Demand has outpaced both supply and development capacity — but the asset class now requires diligence on power availability, grid resilience, and local environmental regulation, not just lease terms. Many developers are partnering directly with utilities and municipalities to secure power and pre-empt regulatory risk.

What does "navigating the fog" mean in real estate?

"Navigating the fog" is the framing the 2026 ULI/PwC Emerging Trends report uses to describe a market with high capital availability, high cautiousness, and very low forward visibility. Industry sentiment is split roughly into thirds between those expecting improvement, deterioration, or no change. In practical terms, it means 2026 will reward firms that compress their decision cycles using real-time data and punish firms that do not.

How should institutional investors approach senior housing in 2026?

Senior housing should be underwritten hyper-locally, not nationally. The U.S. is seeing roughly 11,000 people reach age 65 every day, creating structural undersupply in some markets — but oversupply and labor shortages are pressuring margins in others. Operators who combine AI-driven wellness programming, remote health monitoring, and tech-enabled assisted living formats are seeing higher occupancy and longer tenure. The asset class rewards data depth, not market generalizations.

Conclusion: Transforming Uncertainty Into Competitive Advantage

The defining insight of the 2026 ULI/PwC Emerging Trends in Real Estate report is this: the CRE market is not bad — it is opaque, and opacity rewards firms with the fastest, most defensible data infrastructure.

The fog is real. AI is no longer optional. Gateway markets are returning. Data centers, senior housing, and multifamily are repricing in real time. The only competitive advantage left in 2026 belongs to teams that can convert raw market data into a defensible underwriting decision faster than their competitors. Smart Capital Center gives institutional investors and lenders the same 1B+ live data points the largest firms in the industry already use — without the institutional headcount.

Underwrite your 2026 deals with the same intelligence used by KeyBank, JLL, and The RMR Group. Book a demo today.

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Written by

Gerardo Culebro

May 6, 2026