Training Data Licensing Agreements: Key Terms, Issues, Need for Lawyers

A business-oriented, proactive, and problem-solving corporate lawyer with in-house counsel experience, ensuring the legality of commercial transactions and contracts. Michael is adept in reviewing, drafting, negotiating, and generally overseeing policies, procedures, handbooks, corporate documents, and more importantly, contracts. He has a proven track record of helping lead domestic and international companies by ensuring they are functioning in complete compliance with local and international rules and regulations.

Seasoned transactional attorney with extensive experience in the life sciences / medical device / pharmaceutical industries. Skilled at providing actionable legal advice that balances risk and reward.

Fabian Garcia Villanueva is the Managing Attorney and Founder of GV Law PLLC, a premier boutique law firm delivering Big Law level representation to clients across corporate, transactional, and regulatory matters. At GV Law, Mr. Garcia leads a multidisciplinary team that advises business owners, investors, and professionals on complex transactions, strategic growth initiatives, and compliance across multiple sectors including healthcare, finance, real estate, technology, and international business. The firm handles everything from business formations and cross-border transactions to mergers and acquisitions, private offerings, commercial agreements, and ongoing legal operations support. Known for precision, strategic thinking, and relentless attention to detail, Mr. Garcia brings the rigor of top-tier law firms into a modern, agile practice. GV Law’s clients include emerging ventures, established corporations, and high-net-worth individuals seeking first-class legal partnership built on trust, efficiency, and results.

Kenneth E. Gray, Jr. is a business and tax attorney who advises entrepreneurs, investors, and closely held companies on transactions, tax planning, disputes, and long-term wealth structuring. He focuses on helping clients make legally sound decisions that also make business sense. Ken’s practice includes business formation and restructuring, mergers and acquisitions, private investments and fundraising transactions, contract drafting and negotiation, and cross-border matters. He also maintains a significant tax practice, advising on federal and state structuring, specialty filings (including partnership, corporate, and non-resident matters), and representing clients in disputes before the U.S. Tax Court and other federal and state tribunals. In addition to his transactional work, Ken handles commercial and business litigation, including tax controversies, financial disputes, and partnership matters. His litigation experience informs how he structures deals and governance documents, with an eye toward preventing disputes before they arise. Ken also advises individuals and families on estate planning, trust formation, tax-efficient wealth transfer strategies, and probate administration, including planning involving closely held businesses and foreign assets. Before practicing law, Ken worked in banking and private equity, including managing a $5 billion emerging markets fund-of-funds portfolio at the U.S. Overseas Private Investment Corporation (OPIC) and serving in equity research at ABN AMRO. That financial background allows him to understand transactions from both the legal and capital perspective. He holds a J.D. from Georgetown University Law Center and an MBA from Yale University. He practices before the U.S. Tax Court, various state courts, and other federal courts.

I help business owners, founders, employers, athletes, creators and families get contracts and legal documents done right the first time, at a flat fee agreed before any work starts. I am licensed in Florida (2021) and Washington, D.C. (2022). I practice as a business and contracts attorney and outside general counsel with Amethyst Law Group, and previously served as Florida Managing Attorney at Lento Law Group. Before that I sat on the business side of the table as General Manager and General Counsel of a professional basketball organization and as Deputy Commissioner of a start-up sports league, so I have negotiated, drafted and enforced the same agreements I now prepare and review for clients: sponsorship and vendor deals, player, coaching and staff contracts, employment and independent contractor agreements, licensing and brand deals. What I handle on ContractsCounsel: - Contract drafting, review and redlining: service agreements, MSAs, NDAs, vendor and supplier agreements, sponsorship, licensing, endorsement and brand deals - Business formation and governance: LLCs and corporations, operating agreements, bylaws, partnership and shareholder agreements, founder and equity arrangements - Employment and hiring: offer letters, employment agreements, independent contractor agreements, non-compete and confidentiality agreements, separation and severance agreements, handbooks and policies - Sports, entertainment and creator agreements: athlete representation, NIL, sponsorship, appearance, management and agency agreements (licensed FIBA agent) - Real estate: purchase and sale agreements, residential and commercial leases, contract review before you sign - Wills, trusts, powers of attorney and estate planning documents - Demand letters, cease and desist letters and pre-dispute contract enforcement - Ongoing outside general counsel support for small and growing businesses How I work: Every project starts with a fixed price and a delivery date you can plan around. You receive a plain-English summary of what the document does, what I changed and why, and any risks you should know about, not just a marked-up file. Two rounds of revisions are included so the final draft is exactly what you need, and I respond to messages the same business day. Credentials: J.D., Nova Southeastern University Shepard Broad College of Law, summa cum laude, top 5% of class, Senior Editor of the Southern Journal of Policy and Justice, Dean's Certificate of Professionalism, 300+ pro bono hours; M.S. Forensic Psychology (4.0 GPA); M.S.Ed. Sports Administration, University of Miami; B.A. English Language and Literature, Southern New Hampshire University. Recognized as an Elite Lawyer recipient. Malpractice insurance carried. Litigation background: first-chair trial attorney with experience in business, employment, real estate, consumer protection and family matters. I draft every contract with a clear view of how it will hold up if it is ever tested.

Brad Adams is the founder of Adams Outside GC, PLLC, a legal consulting firm providing fractional General Counsel services to businesses across Florida, Alabama, and Georgia. With more than 25 years of legal experience, Brad offers practical, business-minded legal support to help companies navigate complex legal issues, minimize risk, and focus on growth. Brad’s practice spans both business law and employment law, with a focus on delivering real-world solutions tailored to each client’s needs. He regularly advises companies on legal compliance, drafts and negotiates contracts, supports clients with collections and dispute resolution, and helps businesses manage day-to-day legal and HR matters. His employment law experience includes drafting policies and agreements, conducting internal investigations, delivering compliance training, guiding employers through regulatory challenges and responding to administrative complaints. Brad has represented employers of all sizes—ranging from startups to Fortune 500 companies—in a wide variety of industries, including construction, manufacturing, retail, healthcare, hospitality, solar energy, and technology. In addition to this broad experience, Brad has developed significant expertise in worker classification issues, particularly in the gig economy. He has worked with businesses using independent contractor models to help them navigate the legal and operational complexities unique to non-traditional workforces. Brad’s guidance helps clients reduce misclassification risk and design more sustainable, compliant contractor arrangements that support operational flexibility. His published work on this topic has appeared in Bloomberg Law’s Daily Labor Report, and he is a valuable resource for companies working within this rapidly evolving space. Prior to founding Adams Outside GC, Brad served as General Counsel for Meraki Installers LLC, where he managed the company’s legal, compliance, and HR functions. He previously practiced at top national and regional law firms, including Littler Mendelson, P.C., where he spent over a decade focusing exclusively on employment law as both an associate and shareholder. Earlier in his career, he worked in the Atlanta office of Powell Goldstein LLP (now Bryan Cave Leighton Paisner) and the Mobile, Alabama office of McDowell Knight Roedder & Sledge, LLC. Prior to joining Meraki, Brad worked in the Pensacola, Florida office of Emmanuel, Sheppard & Condon. Brad is licensed in Florida, Alabama, and Georgia, and was a Board-Certified Specialist in Labor and Employment Law through the Florida Bar from June 2021 through May 2026. He earned his J.D. with honors from the University of Florida Levin College of Law, where he was recognized for excellence in legal writing. He also holds a B.A. with honors and distinction from the University of the South (Sewanee). Brad is a speaker and published author on employment law topics and compliance strategy, contributing to Bloomberg Law, LexisNexis, and regional HR and legal conferences. For additional information, please visit adamsoutsidegc.com

NYC based attorney of over 15 years in NY & CT who specializes in entertainment transactional law. 10 years as a general/in-house counsel in 2 entertainment companies and former indie film company executive as well as a creative professional (actress, singer, writer, model, blogger, podcast host/producer and beauty ambassador). Also have over 5 years of court appearance experience in various practice areas including foreclosure defense, bankruptcy, personal injury (plaintiff), immigration, consumer debt, etc.