Ryan | AI Transformation Index
Ryan is a high-quality tax services franchise facing a structural tension: the cognitive labor that drives its revenue is exactly what AI commoditizes, cre...
Intermediate Capital GroupOverview
Ryan, LLC is a global tax services and software firm dedicated exclusively to business taxes, generating revenue through contingency-based and fee-for-service tax recovery, compliance, consulting, audit representation, advocacy, and tax technology solutions for corporate clients across 60+ countries.
Executive Summary
Ryan is a high-quality tax services franchise facing a structural tension: the cognitive labor that drives its revenue is exactly what AI commoditizes, creating both a significant opportunity for whoever accelerates AI transformation and a meaningful durability risk as corporate tax departments internalize AI-augmented capabilities and tax software platforms absorb the intelligence layer. The PE thesis should center on whether Ryan can use AI to expand its addressable market downmarket and multiply professional throughput before its large-enterprise clients reduce their dependency on external tax services — the contingency-fee recovery model is the most defensible and most amplifiable segment, while the compliance and routine consulting business faces the most acute disintermediation pressure.
Durability
How resilient is this business against AI disruption?
Market Substitutability
Profit Pool Migration
Barrier to Entry
Disintermediation Exposure
Switching Costs
Opportunity
How big a deal is AI for this business?
AI Applicability
Improvement Magnitude
Transformation Upside
Domain Intelligence Amplification
52.5
Ciridae AI Score
Durability Rationale
Ryan's durability profile is structurally challenged by the same forces that make it a high-opportunity business: its production function is almost entirely cognitive, and the cognitive work spans a spectrum from highly rules-based (tax categorization, compliance filing, routine recovery scanning) to more judgment-based (audit strategy, complex advisory, advocacy) — with the high-volume, rules-based segment being precisely what AI commoditizes first. The disintermediation risk is acute because AI lowers the cost for corporate in-house tax teams and tax software platforms to absorb work Ryan currently captures as a services margin, and the 2024 sale of Ryan's own AI tax categorization capabilities to Vertex signals that the intelligence layer is already migrating to the software stack. What keeps Ryan from scoring poorly across the board is its credentialed professional network (Circular 230, CPA licensing), the relationship capital embedded in complex multi-year client engagements, and its recovery and advocacy work where human presence in disputes retains genuine value.
Opportunity Rationale
Ryan represents a substantial but not maximal AI opportunity, with the largest levers being the sheer breadth of cognitive work AI can touch across its workflows and the magnitude of compression possible in high-volume recovery and compliance activities. The transformation upside is real: AI could enable Ryan to serve significantly smaller clients on a contingency basis (dramatically expanding addressable market) and allow its credentialed professionals to manage far greater client loads, effectively decoupling revenue growth from headcount growth. The self-sufficiency discount applies modestly — Ryan has demonstrated AI initiatives and has an engineering team engaged with the problem — but with only 50-100 engineers against 7,100+ employees, the internal AI capability is nowhere near sufficient to capture the full opportunity without external catalysis, leaving substantial unrealized step-change on the table.
Key Risks
Durability could be worse than assessed if large corporate clients accelerate deployment of in-house AI tax teams augmented by platforms like Vertex and Thomson Reuters, reducing the volume of work outsourced to Ryan faster than anticipated — particularly in compliance and routine recovery.
Opportunity could be lower than assessed if Ryan's existing AI initiatives (the product mapping solution, transaction analysis tools) are more mature and widely deployed internally than the engineering team size suggests, meaning the unrealized step-change is smaller and the self-sufficiency discount should be larger.
Company Overview
| Headquarters | Plano, Texas, USA |
| Products / Services | Tax recovery, consulting, advocacy, compliance, and technology services |
| Deal Partners |  Abraham ZilkhaMatt Cwiertnia |
AI & Tech Initiatives
| Name | Description |
|---|---|
| AI Product Mapping Solution | Ryan developed an AI solution focused on product mapping to address the taxability of transactions. This solution uses Large Language Models (LLMs), such as ChatGPT, to interpret limited product descriptions (e.g., Universal Product Codes or short custom descriptions) and enrich them with additional data elements and attributes. This enrichment helps assign the correct tax category within the Vertex tax system. The solution enhances the accuracy and efficiency of tax categorization by leveraging generative AI to understand and classify products more effectively. |
| AI Transaction Analysis for Recovery | Ryan leverages LLMs to analyze complex transaction components by combining internet-sourced information, transaction history, and Ryan's extensive recovery business data. This AI-driven approach allows for more nuanced and broader transaction reviews, improving tax recovery accuracy and efficiency. |
| Patent-Pending AI Solution for Multiple Use Allocations (MPUs) | Ryan developed a patent-pending AI solution to determine the location of digital users for tax allocation purposes. This solution uses IP addresses and geo-fencing technology to analyze where IT or software spending should be taxed, addressing challenges posed by the mobile workforce and digital consumption. |
| Vertex Acquisition of Ryan's AI Tax Capabilities | In June 2024, Vertex, Inc. acquired Ryan's AI capabilities related to tax categorization. These capabilities include proprietary Large Language Models (LLMs) that provide generative AI-powered tax mapping combined with "human in the loop" expertise to ensure accuracy and control. The acquisition aims to accelerate Vertex's AI innovation strategy, enabling faster and more scalable tax compliance solutions. |
PE / Ownership History
| Event | Details |
|---|---|
Neuberger Berman Minority Investment January 14, 2026 | Neuberger Berman Capital Solutions, along with funds managed by Neuberger Berman Private Markets, committed to acquiring a significant minority equity interest in Ryan. This investment valued Ryan at approximately $7 billion. Neuberger joined existing shareholders and strategic long-term partners Onex Partners and Ares Management. The partnership reinforced commitment to Ryan's growth strategy including expanding markets and advancing consulting, software, and technology capabilities. Financial advisors for Ryan included BofA Securities and J.P. Morgan Securities LLC; legal advisor was Kirkland & Ellis LLP. Financial advisors for Neuberger included RBC Capital Markets and Goldman Sachs & Co. LLC; legal advisor was Latham & Watkins LLP. Transaction expected to complete in the first half of 2026. |
Ares Management Executive Stock Transactions September 2024 | Berry Ryan, Chief Marketing and Strategy Officer of Ares Management, sold over $4.7 million in company stock in September 2024. Following these sales, Berry Ryan still held a significant stake in Ares Management, including 414,202 shares of Class A Common Stock. These sales were executed under a Rule 10b5-1 trading plan adopted in June 2024. |
ICG's Strategic Equity backed Onex's single-asset continuation fund related to Ryan June 2023 | ICG's Strategic Equity backed Onex's single-asset continuation fund, which houses Onex's stake in Ryan. This indicates ICG's investment event type as strategic equity backing related to Ryan's ownership structure [Secondaries Investor, 2023](https://www.secondariesinvestor.com/icgs-strategic-equity-to-back-onex-single-asset-continuation-fund). |
Onex completed a secondary offering of Ryan Specialty Holdings shares May 2023 | Onex sold shares related to Ryan Specialty Holdings, indicating a secondary offering event involving Ryan [Onex, 2023](https://www.onex.com/article/2023NewsRelease-RSGSecondaryOffering-May25). |
Ares Management and Onex invested in Ryan May 2022 | A private equity fund managed by Ares Management Corporation committed to acquiring a significant minority equity interest in Ryan, valuing the company at $2.5 billion. This investment was made in partnership with Ryan's management team and Onex Partners, Onex's flagship private equity platform, which retained a significant minority equity interest. The partnership aimed to drive the next stage of growth for Ryan, a leading global tax services and software provider. The transaction was expected to close in Q3 2022. |
Executives
| Name | Background |
|---|---|
G. Brint Ryan Chairman and CEO | Founder of Ryan, LLC, based in Dallas. He has built the company into a global tax services firm with operations in over 60 countries. He holds a BS/MS in Accounting with an emphasis in Taxation from the University of North Texas and is a Certified Public Accountant licensed in Texas. Brint Ryan has extensive public sector experience including appointments by Texas Lieutenant Governors and Governors to various tax and economic advisory boards. He has received numerous awards such as the Junior Achievement Dallas Business Hall of Fame (2023), Horatio Alger Award (2022), and Dallas Business Journal's Career Achievement Award (2022). He is recognized for his leadership and innovation in tax advisory services. |
Ginny B. Kissling President Americas and COO | Ginny Kissling leads Ryan’s U.S. and Canada Service Delivery operations and oversees Global Shared Services, U.S. and Canada Sales, and strategic initiatives. She joined Ryan in 1992 as the firm’s first intern and seventh team member and was the first woman Principal at Ryan. She has held roles including Global President and President of U.S. Operations. Kissling has a Master of Science Degree in Accounting (Emphasis in Taxation) and a Bachelor of Science Degree in Accounting from the University of North Texas. She is a nationally recognized tax advisory leader with numerous awards including Plano Chamber of Commerce Business Executive of the Year (2023) and Plano’s Women of Inspiration (2024). She is active in community and professional boards. |
David Oldani Senior Vice President and Chief Financial Officer | David Oldani leads global finance operations at Ryan, including Accounting, Tax, Financial Planning and Analysis, Risk Management, Investor Relations, and Treasury. He has over 25 years of senior executive leadership experience managing multimillion-dollar budgets, capital structures, investor relations, and guiding corporations through reorganizations, mergers and acquisitions, and IPOs. Before joining Ryan in October 2012, Oldani was Senior Vice President – Treasurer, Investor Relations, and Financial Planning & Analysis for WhiteWave Foods, a $4 billion global branded food services company. He also served as Vice President of Finance and Assistant Treasurer at Dean Foods, the largest dairy company in the U.S., where he managed capital structure, financial risks, treasury operations, and facilitated mergers and acquisitions. Earlier in his career, he was Vice President and Senior Relationship Manager at Wells Fargo Bank, responsible for credit facilities, leasing agreements, foreign exchange, and interest rate hedging contracts. He started his career as an Associate at Société Générale. |
Not explicitly listed CFO | Based on LinkedIn and external searches, the current CFO is not clearly identified on the official site. |