Lincoln International's Brian Garfield - how is AI impacting private markets valuations? episode artwork

EPISODE · Apr 30, 2026 · 47 MIN

Lincoln International's Brian Garfield - how is AI impacting private markets valuations?

from Alt Goes Mainstream: The Latest on Alternative Investments, WealthTech, & Private Markets · host Michael Sidgmore

Welcome back to the Alt Goes Mainstream podcast.Today’s episode dives into the nuances of the numbers to discuss valuations, underwriting, and the state of private markets.We sat down with Brian Garfield, Managing Director and Global Head of the Portfolio Valuations practice within Lincoln International’s Valuations and Opinions Group.Brian provides valuation and transaction opinion services to public and private alternative asset managers. He leads a team of over 225 professionals, providing strategic oversight for the Global Portfolio Valuation practice which includes both our Portfolio Valuation and Asset Backed Finance teams situated across North America, EMEA and APAC. Brian’s team also produces the Lincoln Private Market Index, Lincoln Senior Debt Index, and Lincoln Default Index. Brian and his team specialize in estimating the fair value for an array of financial instruments, including direct investments in senior, unitranche and subordinated loans, as well as preferred equity, common equity, option and warrants. His expertise also includes valuing secondary fund interests, co-investments, and GP stakes.Prior to joining Lincoln, Brian spent more than six years at Duff & Phelps, LLC, where he advised a wide range of alternative asset managers.Brian and I had a fascinating conversation about the current state of valuations and underwriting in private markets. We discussed:How is AI impacting SaaS company valuations?Taking stock of the current fundamentals of private companies.Is the “iceberg of deals” melting?How indices and benchmarks are bringing a “deeper level of transparency than price” to a market.How is continuation vehicle activity impacting private markets?How has the growth of evergreen funds impacted the world of valuations?Thanks Brian for sharing your expertise, insights, and passion about private markets and valuations.Show Notes00:00 AI Hype Reality Check01:01 A Message From Our Sponsor, Ultimus01:57 Introducing Brian Garfield04:12 Art Versus Science in Valuations04:55 Tech Automation Transparency06:07 Valuation For New Investors07:35 Entry Price Anchor08:51 From Entry To Exit10:06 Cycles And The Public Versus Private Gap10:45 Lincoln Private Market Index11:55 AI And Software Bifurcation16:36 Private Market Health Signals17:49 2021 Vintage Leverage Trap19:47 Exit Logjam Continuation Vehicles21:06 Winners Path To Exits22:37 Deal Flow Thawing23:33 Capital Shifts and Yields25:56 Underwriting Discipline Today28:52 AI Winners and Specialists30:38 Energy Shock and Valuations35:11 Public Private Convergence36:17 Indexes and Transparency38:03 Evergreen Cadence Shift41:26 Standardization and Data Tech43:09 AI Querying and Backtesting46:42 Wrap UpA Word from Our Sponsor, UltimusThis episode of Alt Goes Mainstream is brought to you by Ultimus, the full-service fund administrator and transfer agent powering asset managers in private and public markets. As alts go mainstream, you need real expertise to handle complex fund structures, connect with key distribution partners, and handle sophisticated compliance, reporting, and transparency demands.That’s Ultimus: high-tech, high-touch solutions for over 450 clients and 2,500 funds with $775B in assets under administration. Backed by an expert team of over 1,200 employees, they place client service at the core of their business, helping you navigate complexity during your fund structuring or launch and then supporting you through every stage of growth. Whether you’re already in the market or thinking about entering private wealth, you can trust their team’s deep expertise in retail alternatives to help you reach your goals.Learn more at ultimusfundsolutions.com or email [email protected] thank Ultimus for their support of alts going mainstream.Editing and post-production work for this episode was provided by The Podcast Consultant.

Welcome back to the Alt Goes Mainstream podcast.Today’s episode dives into the nuances of the numbers to discuss valuations, underwriting, and the state of private markets.We sat down with Brian Garfield, Managing Director and Global Head of the Portfolio Valuations practice within Lincoln International’s Valuations and Opinions Group.Brian provides valuation and transaction opinion services to public and private alternative asset managers. He leads a team of over 225 professionals, providing strategic oversight for the Global Portfolio Valuation practice which includes both our Portfolio Valuation and Asset Backed Finance teams situated across North America, EMEA and APAC. Brian’s team also produces the Lincoln Private Market Index, Lincoln Senior Debt Index, and Lincoln Default Index. Brian and his team specialize in estimating the fair value for an array of financial instruments, including direct investments in senior, unitranche and subordinated loans, as well as preferred equity, common equity, option and warrants. His expertise also includes valuing secondary fund interests, co-investments, and GP stakes.Prior to joining Lincoln, Brian spent more than six years at Duff & Phelps, LLC, where he advised a wide range of alternative asset managers.Brian and I had a fascinating conversation about the current state of valuations and underwriting in private markets. We discussed:How is AI impacting SaaS company valuations?Taking stock of the current fundamentals of private companies.Is the “iceberg of deals” melting?How indices and benchmarks are bringing a “deeper level of transparency than price” to a market.How is continuation vehicle activity impacting private markets?How has the growth of evergreen funds impacted the world of valuations?Thanks Brian for sharing your expertise, insights, and passion about private markets and valuations.Show Notes00:00 AI Hype Reality Check01:01 A Message From Our Sponsor, Ultimus01:57 Introducing Brian Garfield04:12 Art Versus Science in Valuations04:55 Tech Automation Transparency06:07 Valuation For New Investors07:35 Entry Price Anchor08:51 From Entry To Exit10:06 Cycles And The Public Versus Private Gap10:45 Lincoln Private Market Index11:55 AI And Software Bifurcation16:36 Private Market Health Signals17:49 2021 Vintage Leverage Trap19:47 Exit Logjam Continuation Vehicles21:06 Winners Path To Exits22:37 Deal Flow Thawing23:33 Capital Shifts and Yields25:56 Underwriting Discipline Today28:52 AI Winners and Specialists30:38 Energy Shock and Valuations35:11 Public Private Convergence36:17 Indexes and Transparency38:03 Evergreen Cadence Shift41:26 Standardization and Data Tech43:09 AI Querying and Backtesting46:42 Wrap UpA Word from Our Sponsor, UltimusThis episode of Alt Goes Mainstream is brought to you by Ultimus, the full-service fund administrator and transfer agent powering asset managers in private and public markets. As alts go mainstream, you need real expertise to handle complex fund structures, connect with key distribution partners, and handle sophisticated compliance, reporting, and transparency demands.That’s Ultimus: high-tech, high-touch solutions for over 450 clients and 2,500 funds with $775B in assets under administration. Backed by an expert team of over 1,200 employees, they place client service at the core of their business, helping you navigate complexity during your fund structuring or launch and then supporting you through every stage of growth. Whether you’re already in the market or thinking about entering private wealth, you can trust their team’s deep expertise in retail alternatives to help you reach your goals.Learn more at ultimusfundsolutions.com or email [email protected] thank Ultimus for their support of alts going mainstream.Editing and post-production work for this episode was provided by The Podcast Consultant.

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Lincoln International's Brian Garfield - how is AI impacting private markets valuations?

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This episode was published on April 30, 2026.

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Welcome back to the Alt Goes Mainstream podcast.Today’s episode dives into the nuances of the numbers to discuss valuations, underwriting, and the state of private markets.We sat down with Brian Garfield, Managing Director and Global Head of the...

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