Transform safety from a compliance exercise into your competitive advantage.
In today's digital landscape, risk management isn't just about protecting your business—it's about building trust with your customers. From startups to established companies, I guide businesses through the complex world of trust and safety, helping you prioritize risks, align safety features with business goals, and make strategic decisions about resource allocation. Whether you need risk assessment, strategy development, or AI-driven policy implementation, I provide the expertise to make safety a cornerstone of your growth strategy.
I am an experienced trust & safety product leader whose work sits at the nexus of policy and technology, and my goal is to help your business thrive while reducing risk from user-generated content.
With experience in the social and gaming sectors as well as a Ph.D. in Communication, I am uniquely positioned to craft risk management strategies that are empathetic and pragmatic, and to help existing safety functions work together smoothly towards a common goal.
Hi there, I’m Olivia.

Services for everyone from investors to T&S leaders.
Risk Assessment
Are you considering investing in a company, or are you a tech leader in the process of starting a new venture? I can assess the overall safety risk profile of a product, looking at features, present and future compliance needs, data models, and company structure. The deliverable is a risk assessment and recommendation tailored to the client’s goals as well as the maturity and scale of the business being assessed.
Strategy Advising
For leaders with an existing plan for safety, or who know they need to meet safety requirements, I can assess your existing T&S strategy and create a plan to build trust with your users. Alternatively, I can create a safety and risk management strategy from the ground up, including policy, product, and operations functions.
LLM-Interpretable Policy
For teams with existing policies and content moderation functions who are interested in scaling their detection, I can identify the most suitable policies for LLM interpretation, create LLM-interpretable policy documents, and provide troubleshooting support post-launch.
Fractional Product Management
Does your team need to build a safety feature, but you don’t have a dedicated PM for T&S? I will come in and work with your engineering team, clearly defining requirements for your safety features and building out a short- and long-term plan tailored to your company strategy. I can also create product policies and operational SOPs to go along with new features.