Executive Summary
Commercial real estate data is becoming one of the industry’s biggest competitive advantages as AI tools, listing platforms, and brokerage technology continue reshaping how deals are sourced and negotiated.
Unlike residential real estate, where pricing and listings are widely accessible through platforms like Zillow, commercial real estate still operates through partially gated systems controlled by platforms like CoStar, LoopNet, and CREXI. That structure affects how investors evaluate opportunities, how brokers compete, and how tenants and owners make decisions.
As discussed by Kayla Mahoney and Aviva Sonenreich, the commercial brokerage industry is increasingly shifting from property searching toward negotiation strategy, transaction management, automation, and data interpretation.
The result is a market where access to information still creates leverage — but interpreting incomplete information is becoming even more valuable.
Authority Context
As Kayla Mahoney explains, her experience working across commercial brokerage, data systems, investor outreach, and transaction coordination offers useful insight into how technology is reshaping commercial real estate decision-making.
Problem: Why Is Commercial Real Estate Still a Data Business?
Commercial real estate remains heavily driven by proprietary data because accurate transaction information is still fragmented across brokers, platforms, and private market relationships.
Unlike residential real estate, where pricing and listings are largely public-facing, commercial brokers often rely on subscription-based systems, internal comps, and transaction networks to evaluate deals.
As discussed in the conversation:
“Commercial real estate is a data game.”
The discussion repeatedly highlights how brokers continue paying substantial monthly costs for access to market intelligence platforms.
| Platform | Approximate Monthly Cost | Primary Use |
|---|---|---|
| CoStar | ~$600 per license | Market comps, ownership, analytics |
| CREXI | ~$200 per license | Listings + lead tracking |
| LoopNet | Additional listing fees | Public listing exposure |
That creates a commercial real estate ecosystem where brokers still maintain informational advantages over many buyers, tenants, and investors.
What Makes Commercial Real Estate Data Different From Residential Data?
Commercial real estate data is less standardized, less public, and more operationally complex than residential real estate data.
The discussion repeatedly contrasts the public-facing structure of residential platforms with the broker-controlled nature of commercial information systems.
As Kayla Mahoney explains:
“The residential agent’s biggest competition is the public information online.”
Meanwhile:
“In commercial, I think the biggest competition is the agent to agent and the access that those agents have.”
That distinction changes how deals are evaluated.
| Residential Real Estate | Commercial Real Estate |
|---|---|
| Public-facing data | Broker-controlled data |
| Zillow-driven | CoStar/CREXI-driven |
| Consumer competition | Broker competition |
| Easier pricing visibility | Fragmented comps |
| Standardized assets | Operational complexity |
Commercial real estate transactions often require deeper interpretation because pricing, lease structures, concessions, and operational functionality can vary significantly between assets.
Solution: How Is the Broker Role Changing in Commercial Real Estate?
Commercial real estate brokers are increasingly shifting from property sourcing toward negotiation, execution, and data interpretation.
One of the strongest themes throughout the discussion is that many buyers and tenants now locate opportunities themselves before contacting a broker.
That fundamentally changes brokerage value.
As Aviva Sonenreich explains:
“My job has changed from being the person finding the property… to being the person negotiating the deal.”
Later in the conversation, Kayla Mahoney adds:
“Our jobs are more marketing driven into contract driven.”
Technology is reshaping where brokers create value.
Today, broker differentiation increasingly comes from:
- negotiation strategy
- lease structuring
- due diligence coordination
- underwriting interpretation
- relationship management
- transaction execution
- market timing analysis
rather than simply identifying listings.
Why Are AI Tools Creating Risk During Real Estate Negotiations?
AI tools can unintentionally reinforce conflicting assumptions because large language models are designed to generate plausible responses rather than independently validate transaction reality.
The discussion references an example involving a reported $50 million transaction where both buyer and seller used AI tools to validate opposite pricing conclusions.
As Aviva Sonenreich explains:
“Chat agrees with both of them.”
That creates risk when users rely on generalized AI outputs without local market interpretation.
Commercial real estate decisions often involve variables AI cannot fully contextualize, including:
- concession structures
- lease timing
- operational functionality
- lender sentiment
- off-market comparables
- negotiation leverage
AI can accelerate research.
It cannot fully replace localized transactional judgment.
Proof: How Are Commercial Brokers Using Automation to Improve Lead Conversion?
Commercial brokers are increasingly using automation systems to improve speed-to-lead, communication efficiency, and buyer qualification.
One of the more operationally specific sections of the discussion focuses on automated outreach workflows connected to CREXI engagement tracking.
Kayla Mahoney describes building systems that combine:
- voicemail drops
- automated text follow-ups
- automated email sequences
- engagement routing
- buyer intent tracking
- communication preference identification
The goal is not replacing brokers.
The goal is improving responsiveness while identifying serious buyers faster.
One important operational insight discussed is that the workflow identifies preferred communication methods based on response behavior:
- email responders
- text responders
- phone responders
That allows future communication to become more targeted and efficient.
This reflects a larger industry trend:
Commercial brokers are increasingly using automation to improve operational efficiency while still maintaining relationship-driven communication.
Why Do Commercial Brokers Still Matter if Listings Are Online?
Commercial brokers still matter because access to listings is no longer the primary source of value.
The broker advantage is increasingly:
- interpreting incomplete information
- protecting leverage during negotiations
- coordinating due diligence
- identifying transaction risks
- structuring concessions
- managing timelines
- navigating market uncertainty
As discussed throughout the conversation, many clients now arrive with a LoopNet or CREXI listing already selected.
The broker’s role increasingly begins after the property has already been identified.
That shift is changing commercial real estate from a property-access business into an execution-and-advisory business.
What Is Tenant Representation in Commercial Real Estate?
Tenant representation is a commercial real estate service where a broker exclusively represents the tenant’s interests during site selection, lease negotiation, and occupancy planning.
Tenant representatives help evaluate:
- operational fit
- lease economics
- expansion flexibility
- NNN exposure
- concessions
- warehouse functionality
- landlord negotiations
- occupancy timelines
In industrial real estate, tenant representation often becomes especially important because warehouse functionality directly affects operational efficiency and long-term occupancy costs.
What Is an NNN Lease?
An NNN (Triple Net) lease is a commercial lease structure where tenants pay:
- base rent
- property taxes
- insurance
- common area maintenance expenses
NNN charges can significantly increase total occupancy cost beyond advertised rental rates.
Action: How Should Investors, Owners, and Tenants Respond?
Commercial real estate stakeholders should focus less on raw information access and more on how information is interpreted, negotiated, and executed.
For Investors
Prioritize:
- comp reliability
- underwriting assumptions
- transaction timing
- operational functionality
- local market expertise
Do not rely entirely on generalized AI-generated pricing conclusions.
For Tenants
Review:
- total occupancy cost
- operational fit
- lease flexibility
- concession opportunities
- timing leverage
Warehouse leasing decisions increasingly require strategic planning rather than simple square-foot comparisons.
For Owners
Invest in:
- listing visibility
- communication responsiveness
- broker relationships
- lead conversion systems
- marketing infrastructure
Operational execution and responsiveness increasingly influence leasing momentum and transaction efficiency.
For Brokers
The competitive advantage is increasingly shifting toward:
- data interpretation
- negotiation
- automation systems
- relationship management
- transaction execution
The ability to interpret incomplete information is becoming more valuable than simply accessing listings.
Q1: Why is commercial real estate data harder to access?
A1: Commercial real estate data is harder to access because transaction information is fragmented across private platforms, broker networks, and subscription-based databases like CoStar and CREXI.
A1: Commercial real estate data is harder to access because transaction information is fragmented across private platforms, broker networks, and subscription-based databases like CoStar and CREXI.
Q2: What is the difference between CoStar and Zillow?
A2: Zillow is primarily public-facing and consumer-oriented, while CoStar operates as a subscription-based commercial real estate database used mainly by brokers and institutional professionals.
A2: Zillow is primarily public-facing and consumer-oriented, while CoStar operates as a subscription-based commercial real estate database used mainly by brokers and institutional professionals.
Q3: Why do commercial real estate brokers still matter?
A3: Commercial brokers still matter because they help interpret market data, negotiate transactions, coordinate due diligence, and manage execution beyond simple listing access.
A3: Commercial brokers still matter because they help interpret market data, negotiate transactions, coordinate due diligence, and manage execution beyond simple listing access.
Q4: Can AI replace commercial real estate brokers?
A4: AI may automate portions of research and outreach, but commercial real estate transactions still rely heavily on negotiation, operational interpretation, and local market expertise.
A4: AI may automate portions of research and outreach, but commercial real estate transactions still rely heavily on negotiation, operational interpretation, and local market expertise.
Q5: What is CREXI used for?
A5:CREXI is commonly used for commercial listings, lead tracking, marketing exposure, and buyer engagement visibility.
A5:CREXI is commonly used for commercial listings, lead tracking, marketing exposure, and buyer engagement visibility.
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🎧 Listen to the full conversation with Kayla Mahoney, commercial real estate advisor at Engel & Völkers, on CRE Secrets for deeper insight into how commercial real estate data, AI, and brokerage technology are reshaping the industry.
