Most startups don’t need a full-time Chief Privacy Officer—but they do need someone thinking like one. As companies grow, they face mounting pressure to build robust privacy and data protection programs without the resources or budget typically required for traditional legal counsel. A boutique law firm is addressing this gap by offering senior-level privacy guidance specifically designed for startups and scaling businesses.
Sumner Privacy Law provides fractional privacy leadership and embedded legal support to companies navigating complex regulatory landscapes including GDPR, CCPA, HIPAA, and emerging AI compliance requirements. Founded by attorney and privacy professional Alexandra Sumner, the firm operates on a core philosophy that “privacy is easier to build than repair.”
The firm’s approach represents a departure from conventional legal models that typically engage only during crises such as data breaches or regulatory enforcement actions. Instead, the practice emphasizes early intervention during product design, vendor negotiations, and growth planning stages.
Alexandra Sumner brings extensive in-house experience to the practice, having previously served as Chief Privacy Officer, Corporate Counsel, Assistant General Counsel, and Information Security Officer for companies operating in highly regulated environments. Her background spans healthcare, medical devices, digital health, consumer privacy, international data protection, and AI governance. She holds multiple industry certifications including CIPP/US, CIPP/E, CIPM, and AIGP.
The firm specifically targets startups, growth-stage technology companies, healthcare organizations, and businesses working with personal data, health information, or AI-enabled products. Many of these companies need strategic privacy oversight but cannot justify a full-time executive hire, making fractional leadership an attractive alternative.
The firm’s work includes serving in fractional Privacy Counsel, Chief Privacy Officer, or Data Protection Officer roles on a part-time or project basis. It also advises product and engineering teams on privacy-by-design considerations during development, with a focus on identifying regulatory and operational risks before products launch. Additional support includes negotiating and reviewing common privacy and data protection agreements, such as Business Associate Agreements, Data Processing Agreements, Standard Contractual Clauses, and vendor contracts.
In the healthcare sector, the practice supports HIPAA program development and ongoing compliance efforts. This work may involve conducting annual risk assessments, developing remediation priorities, preparing incident response procedures, coordinating breach response, and evaluating vendors. The firm also performs gap analyses to assess how new products, features, or integrations align with applicable regulatory requirements.
As artificial intelligence becomes more integrated into commercial products, the firm’s work has expanded to include advising on emerging AI regulatory frameworks, including the EU AI Act. In this area, engagements typically focus on governance structures, risk classification, and compliance planning related to AI-enabled systems.
“Privacy and compliance shouldn’t feel like something you deal with only when there’s a problem. When you approach it early and thoughtfully, it becomes part of how a company grows responsibly,” according to the firm’s materials.
Alexandra Sumner’s background as a first-generation college graduate and first-generation law school graduate informs the firm’s client-centered approach. Rather than defaulting to overly conservative legal advice or gatekeeping specialized knowledge, the practice focuses on clear, practical guidance that founders and operators can implement.
This perspective acknowledges the budget constraints, resource limitations, and competing pressures that founders face when balancing growth objectives against compliance obligations. The firm positions itself as a legal partner rather than a transactional service provider, working alongside internal teams including product, engineering, security, and business functions.
“A lot of startups assume privacy and AI laws are something they’ll ‘figure out later.’ I help them get just enough structure in place now so they’re not scrambling down the road,” the firm notes in its positioning materials.
Beyond client work, Alexandra Sumner maintains an active presence in privacy and healthcare thought leadership. Her legal writing has appeared in publications including Bloomberg, GoodRx, and the American Bar Association, covering topics such as healthcare data privacy, AI governance, regulatory compliance for scaling companies, and practical privacy program design.
The firm’s model addresses a structural gap in legal services for emerging companies. Traditional large law firms often prove prohibitively expensive for startups, while generalist practitioners may lack specialized privacy expertise. Meanwhile, hiring full-time privacy executives represents a significant commitment that many growing companies cannot yet justify.
By offering senior-level privacy counsel on a flexible basis, the firm enables companies to access sophisticated legal guidance calibrated to their actual stage and needs. This embedded approach allows privacy considerations to inform decision-making throughout the organization rather than serving as a last-minute checkpoint.
As regulatory scrutiny of data practices intensifies globally and new frameworks emerge around artificial intelligence, companies face increasing pressure to demonstrate robust compliance programs. For resource-constrained organizations, the challenge lies not only in understanding complex requirements but in implementing practical systems that support both compliance and business objectives.
The firm’s emphasis on proactive, integrated privacy compliance reflects broader trends in how modern companies approach regulatory risk—not as an obstacle to innovation but as a foundational element of responsible growth.
