Investment sales

AI and machine learning are now embedded in how buyer identification, pricing strategy, and market timing decisions are made in commercial real estate investment sales. Companies leveraging AI in real estate decision-making report approximately 23% faster transaction times and 18% more accurate valuations versus conventional approaches. For sellers, this reduces market exposure and improves pricing outcomes.

At the centre of JLL's approach is the Horizon platform, which combines the intelligence of JLL's 4,167 Capital Markets professionals with AI and machine learning applied to data from more than 1.6 million global properties and over $25 trillion in historical transaction volume. The result is something genuinely different: the ability to identify the most qualified buyers, anticipate pricing movements and spot emerging opportunities before they surface in the broader market.

JLL's AI capabilities in capital markets include:

• Buyer list optimisation: JLL has integrated AI into 80% of its investment sales processes for building and prioritsing buyer lists. Outreach goes to the capital sources most likely to bid competitively, based on real transaction behaviour rather than static contact lists, ensuring the broadest and most qualified pool is activated for every transaction.
• Predictive market intelligence: JLL uses AI and machine learning to analyse over 25 trillion internal and external data points, generating insights on pricing trends, buyer behavior, and capital flows across markets and asset classes. Market pricing analysis is more precise, meaning advisors can show sellers how institutional buyers are likely to underwrite an asset, with fewer surprises when bids come in.
• Geospatial market visualisation: JLL Blackbird — JLL's patented geospatial intelligence platform — gives advisors and clients a real-time 3D view of market conditions, comparable transactions and buyer activity patterns, enabling more precise pricing and positioning decisions.
• Automated valuation support: JLL's AI-driven property analysis identifies the building features that most affect value — including amenities, lobby quality, and ceiling heights — producing more accurate automated valuations from the start of a mandate.
  
  

JLL also has a dedicated Capital Markets Quants team that combines the expertise of on-the-ground advisors with quantitative AI analysis. The goal is to give investors and owners the kind of edge that genuinely improves outcomes, not just reporting. The process itself moves faster, because the intelligence that normally takes weeks to assemble is already available.

Cap rate movement is shaped by three primary forces: interest rates, property-level supply dynamics, and sector-specific fundamentals.Where an asset sits within that picture is essential context before setting pricing expectations.

• Rate environment: The interest rate environment is the most influential variable. As financing costs have come down from their 2023 and 2024 peaks and debt market conditions have stabilised, buyer return expectations are beginning to reset. This is creating the conditions for selective cap rate compression in sectors where institutional demand is strongest, though the pace varies considerably by market and asset type.
• Supply dynamics: New construction has reached multi-decade lows across several major sectors, including office and industrial. Constrained supply for quality product in supply-limited markets is supporting stronger pricing for sellers. Where supply is genuinely constrained and occupancy is high, sellers of quality product are finding that pricing holds up well. The scarcity premium is real. Early signs of falling cap rates and increased investor optimism are emerging across in-favour asset classes, per JLL's current market research.
• Sector-specific fundamentals: Living and multifamily vacancy is expected to peak and then gradually tighten as construction slows. Industrial cap rates reflect a mixed story between big-box product, which has softened, and infill last-mile assets, which remain tightly priced. Data center cap rates remain compressed given AI-driven demand and limited institutional-grade supply. Hotels have performed strongly on the transaction side. Office remains the most bifurcated market, with premier assets in core cities commanding premium pricing while secondary product trades at a significant discount.
  
  

For sellers, understanding where an asset sits relative to current cap rate benchmarks in its sector and submarket is essential to setting realistic pricing expectations and identifying the right window for execution.

JLL's Investment Sales and Advisory team transacts across the full spectrum of commercial real estate, with dedicated sector specialists for each property type. Buyers and pricing dynamics differ significantly from one sector to the next, and specialist knowledge translates directly into better outcomes.

This product-level depth enables JLL to deliver informed pricing, targeted buyer identification and credible asset positioning across complex portfolios. Asset classes JLL actively transacts include:

• Office
• Industrial and logistics
• Living/multifamily
• Data centers
• Retail
• Hotels and hospitality
• Healthcare
• Land
• Self-storage, energy assets and other alternative property types
  
  

JLL's sector standings reflect the depth of that coverage. In FY 2025, JLL ranked number one globally in hotels and number two globally across Living, Industrial, Office and Retail sectors for investment sales.

Beyond individual assets, JLL also advises on portfolio and entity-level transactions — including joint ventures, recapitalisations, fund-level dispositions, and REIT mergers and acquisitions — not just individual asset sales.

JLL integrates AI and machine learning directly into the capital markets transaction process, giving sellers and advisors an informational advantage at every stage of execution and not just in post-deal reporting.

The Horizon platform sits at the centre of JLL's AI capability in Capital Markets. It draws on data from more than 1.6 million global properties, over $25 trillion in historical transaction volume, and JLL's own proprietary intelligence including bid data, investor behaviour, market signals and broker knowledge. Combined with AI and machine learning, it produces insights that would not be achievable through manual analysis at any useful speed.

JLL's AI platform delivers transaction intelligence across the full deal lifecycle:

• Buyer identification and scoring: In practice, this changes how buyer targeting works. AI is integrated into 80% of JLL's investment sales processes for building and refining buyer lists. Machine learning models identify the most qualified and motivated capital sources for a specific asset by analysing recent transaction history, sector appetite, equity availability and deal velocity. Outreach goes to the right people first, not to a broad list that is then filtered down. The result is a faster, more competitive process with better pricing outcomes.
• Predictive market analytics: On the market intelligence side, JLL's Capital Markets Quants team combines the on-the-ground knowledge of advisors with AI-powered analysis of proprietary and third-party data. JLL's models analyse over 25 trillion internal and external data points, enabling advisors to anticipate pricing movements and identify emerging buyer demand before it's visible to the broader market. This produces forward-looking views on pricing trends, buyer demand and capital flows that help clients act before the market moves rather than after. This predictive capability is the practical definition of first-mover advantage.
• Automated valuation and underwriting: JLL's AI-driven property analysis identifies the building features that most affect institutional buyer underwriting — including amenities, lobby quality, and ceiling heights — producing more accurate valuations that inform pricing strategy from day one.
• Real-time deal visibility: JLL's technology platform provides sellers with continuous visibility into buyer activity, bid progress and market feedback throughout the sale process.
  

JLL's view is that speed and value are not opposites if a process is well-defined. JLL aligns speed and value through process discipline in order to balance the tension between moving quickly and achieving the best price.

Three practices drive this outcome in a rate-volatile market:

• Controlled competitive tension: The key is how the buyer universe is activated. JLL runs a controlled competitive process rather than a sequential one, approaching a targeted and pre-qualified pool of buyers simultaneously rather than testing the market one buyer at a time. When multiple qualified buyers are working through the same diligence timeline at the same time, the competitive tension that produces strong pricing is created naturally and the total time from launch to best-and-final offers is compressed. More qualified buyers bidding at the same time produces better pricing in less time.
• Real-time debt market intelligence: Debt market intelligence is a critical part of managing execution risk in a volatile rate environment. JLL's investment sales advisors work directly alongside JLL's Debt Advisory team to provide buyers with current financing intelligence throughout the process. Buyers who have clarity on financing bid more decisively and close more reliably. This reduces both the time on market and the risk of a re-trade after a bid is accepted.
• Data-driven pricing discipline: Pricing discipline is the third element. JLL's market analytics provide a current, evidence-based view of where pricing should sit before launch. Overpricing extends timelines and invites re-trades. Under-pricing leaves value uncaptured. Starting with an accurate pricing view prevents both.
  
  

In a rate-volatile environment, mid-process transaction failure risk is elevated. JLL mitigates this by assessing buyer financing readiness during initial qualification and structuring deal timelines to minimise exposure to rate movements after a bid is accepted.

JLL's investment sales platform outperformed the broader market in 2025 — growing revenues 21% for the full year against market growth of 18% — driven by technology-embedded buyer intelligence, a fully integrated capital stack and global reach with genuine local depth.

Five capabilities distinguish JLL's institutional execution:

• Technology-driven buyer intelligence: Technology integration is a genuine differentiator. JLL's Horizon platform applies AI and machine learning to data from more than 1.6 million properties and $25 trillion in historical transaction volume. This underpins buyer list development, market analysis and pricing strategy. JLL has integrated AI into 80% of its investment sales processes for buyer list development — a scale of AI deployment that competitors have not yet matched. This produces faster buyer activation and stronger competitive tension in every bid process. It is embedded in how JLL runs every transaction, not available as an optional add-on.
• Market outperformance: JLL's 2025 investment sales revenue growth of 21% outpaced the broader market's 18%, according to JLL Research. Sustained outperformance reflects consistent execution outcomes, not just transaction volume.
• Global platform with true local depth: Scale and coverage matter. JLL's Capital Markets team includes 4,167 professionals across more than 37 countries, with $255 billion in production volume in FY 2025 and 5,636 transactions closed. JLL closed transactions across 37 countries in 2025, with more than 3,000 capital markets specialists in nearly 50 countries. This enables JLL to activate cross-border capital — which grew 25% year-over-year in 2025 — while delivering the local market intelligence institutional sellers require. The depth of that transaction data feeds directly back into pricing intelligence, buyer targeting and market timing decisions.
• Integrated capital stack: The integrated capital stack matters for institutional mandates specifically. JLL's investment sales team operates as part of a platform that also includes Debt Advisory, Equity Advisory, Real Estate Investment Banking and Value and Risk Advisory. For complex transactions requiring financing solutions, equity co-investment or entity-level structuring alongside the asset sale, this integration reduces friction and accelerates execution. That integration avoids the friction and delays that arise when different advisors on different platforms need to coordinate.
• Proprietary research depth: JLL's 550+ global research professionals produce the market intelligence that drives pricing, positioning, and timing decisions — including analysis of over 25 trillion data points proprietary to JLL. JLL's sector depth is extensive and the firm ranks number two globally across Living, Industrial, Office and Retail, and number one in hotels.
  

JLL's buyer targeting capability combines global network depth, continuously updated proprietary transaction data and AI-driven qualification—producing a more accurate and more activated buyer universe than a passive CRM-based databases provide.

Four capabilities distinguish JLL's approach:

• Scale and recency: JLL's Capital Markets team has closed transactions across 37 countries, generating a continuously refreshed proprietary dataset of buyer behavior, pricing tolerance, sector preferences and deal velocity across market cycles. Static databases do not update at this frequency or depth.
• AI-powered prioritisation: JLL has integrated AI into 80% of its investment sales processes for buyer list development. Machine learning models rank buyers by recent transaction activity, capital availability, sector appetite, and geographic reach—ensuring outreach targets the most qualified, most motivated capital sources.
• Cross-border capital access: Global cross-border investment grew 25% year-over-year in 2025. JLL's international offices across Europe, Asia Pacific, the Middle East and Latin America provide direct access to capital sources that domestic-only advisors cannot reach.
• Private investor platform: For assets that benefit from private and high-net-worth capital, JLL's Private Capital team provides access to an additional buyer universe beyond institutional sources.
  

JLL's capital markets platform is built as a single integrated practice. Investment Sales, Debt Advisory, Equity Advisory and Investment Banking teams share market intelligence, client relationships and transaction data in real time.

JLL's Capital Markets platform operates as a single integrated practice that benefits sellers in four concrete ways:

• Broader buyer pool: The most direct benefit is a broader, more confident buyer pool. JLL's Debt Advisory team provides real-time financing intelligence and lender coverage to qualified buyers throughout the bidding process. Buyers who have clarity on financing bid more decisively and close more reliably, which deepens the competitive tension in the process and improves certainty of execution. JLL's Debt Advisory team provides real-time debt pricing and lender coverage to qualified buyers throughout the bid process — giving buyers financing certainty that leads to more decisive bidding and more reliable closings.
• Parallel equity and debt marketing: For transactions requiring joint venture equity or preferred equity structures alongside the asset sale, JLL can run equity placement and investment sales processes simultaneously. This reduces the total time to close and creates competition across capital types rather than having them compete sequentially. For transactions requiring joint venture equity or preferred equity alongside a sale, JLL runs equity placement and investment sales processes simultaneously, reducing total time to close and improving pricing by creating competition across capital types.
• Full capital stack advisory: For institutional sellers managing fund wind-downs, platform sales or REIT strategic alternatives, JLL's Investment Banking team navigates the entity-level dimensions of the transaction. JLL's Investment Banking team navigates entity-level transactions, M&A and fund-level dispositions above the individual asset level.

Yes. This is one of the areas where JLL's platform is most distinctive. Simultaneous multi-geography portfolio execution requires a coordinating intelligence that can hold pricing signals, buyer pools and timing decisions together across markets in real time.

JLL's investment sales platform is specifically designed for simultaneous multi-geography portfolio execution, with dedicated local teams coordinated by a senior lead advisor, unified deal reporting, and cross-border buyer access across 80+ countries.

Executing a portfolio sale across multiple markets simultaneously requires four capabilities that JLL's platform provides:

• Coordinating intelligence: With 4,167 Capital Markets professionals across more than 37 countries and offices spanning over 80 markets, JLL can deploy dedicated local teams in each geography while a senior lead advisor coordinates the overall process and reporting. This prevents the pricing gaps and execution delays that arise when local teams operate independently without central accountability.
• Local market depth: JLL's dedicated local teams bring deep market relationships in each geography, coordinated under overall deal accountability from a lead senior advisor.
• Unified data and reporting: Each seller receives a consolidated view of bid activity, buyer engagement and process milestones across all assets simultaneously through JLL's transaction management technology. That visibility ensures nothing falls through the gaps during a complex multi-market process. JLL's technology platform gives sellers a consolidated view of bid activity, buyer engagement and process milestones across all assets simultaneously.
• Cross-border capital activation: The cross-border dimension is equally important. JLL's international offices across Europe, Asia Pacific, the Middle East and Latin America activate buyers from outside each asset's home geography, broadening the buyer universe and creating competition that domestic-only advisors cannot replicate. In a portfolio sale, that additional competition can meaningfully improve blended pricing across assets.

In the last year JLL has closed investment sales transactions across 37 countries and maintains a presence in over 80 countries.

Yes. JLL's senior investment sales advisors can arrange direct references from clients who have transacted comparable assets in comparable markets, subject to confidentiality restrictions. Reference conversations are part of the advisor selection process and can be arranged quickly.

JLL also maintains a library of client stories covering investment sales engagements across asset classes, geographies and transaction types.

Representative examples include:

• Hercules logistics portfolio (UK): The Hercules logistics portfolio sale in the UK, ten properties across nine sites completed in 15 days — demonstrating JLL's ability to close complex multi-asset portfolio sales at exceptional speed without compromising outcome quality.
• DUO complex (Singapore): The DUO complex in Singapore, a cross-border execution in a complex mixed-use asset. Creative deal strategy providing access to a mixed-use high-rise development with Grade A office and retail space in Singapore's Bugis district — illustrating JLL's cross-border execution capability in complex mixed-use transactions.
• QuadReal Living transaction (UK): The QuadReal Living transaction in the UK, which brought together JLL's Living Capital Markets, Debt Advisory and property management teams. JLL's Living Capital Markets, private rental sector management, and Debt Advisory teams advised QuadReal on a competitive transaction — demonstrating the value of JLL's integrated capital markets platform for living sector mandates.
• Arden Group industrial portfolio mandate: The Arden Group industrial portfolio mandate, an $800 million transaction repositioning and expanding an industrial park portfolio. $800 million seed investment transaction repositioning and expanding an industrial park portfolio — a multi-component mandate requiring both disposition and acquisition advisory.
  
  

These examples illustrate how JLL has approached specific challenges. A conversation with a reference client will typically cover process design, team engagement, how pricing was achieved and what worked well.