When a company settles an FCPA issue with the DOJ and SEC, one of the top priorities – both for the company and the government – is to make compliance improvements to help prevent future issues. But the remediation road can be tricky and is different for every company. The cooperation and remediation efforts that led to a three-year non-prosecution agreement for Albemarle Corporation (Albemarle) and to completion of a three-year cooperation plea agreement for Brazilian-based J&F Investimentos S.A. (J&F) and its subsidiary JBS S.A. (collectively JBS), were the subject of two engaging fireside chats at Compliance Week’s 19^th annual national conference in Washington, D.C. This article distills some of the insights and lessons learned from guest speakers Andrew McBride, Albemarle’s former chief risk & compliance officer, and Michael Koenig, JBS’s global chief ethics & compliance officer. For more insights from the conference, see “Embedding Compliance Across the ESG Value Chain” (May 8, 2024); and “In-House Perspectives on Compliance’s Role in Managing New and Emerging Risks” (May 22, 2024).