Trust and Safety Data Consulting
Reliable pipelines, enforcement analytics, and regulatory reporting for platforms navigating complex trust and safety risk.
About
I'm a trust and safety data architect who has spent six years building the data infrastructure that makes T&S programs work: pipelines, metrics, tooling, and regulatory reporting.
I've done this work at Twitch and Vimeo, building T&S data verticals from scratch at both companies. I've served as the data partner across Policy, Product, Legal, and Engineering, which means I understand what each of those teams actually needs from data, and how to build something that holds up when it matters.
That means I can do the hands-on technical work, not just advise on it. I build the pipelines, design the metrics frameworks, produce the regulatory reports, and make sure everything I deliver is defensible under scrutiny.
I help platforms and AI companies get ahead of trust and safety risk with reliable data pipelines, enforcement metrics, and regulatory reporting that hold up under scrutiny.
Haven Analytics
Haven Analytics is structured for companies that need real expertise embedded in their work, not a generalist contractor. I work with Series B–D companies, platforms with EU presence, and AI companies building out T&S infrastructure.
Services
Every engagement is scoped for where you actually are. No slide decks, only infrastructure, analysis, and reports your team can use.
Expertise
01 · Infrastructure
Designing and building the data infrastructure that trust and safety programs run on: reliable, auditable, and built to scale with enforcement volume.
02 · Analytics
Trust and safety metrics frameworks that give policy and ops teams real visibility into what's happening and give leadership the numbers to make decisions.
03 · Tooling
Dashboards and query interfaces that let non-technical T&S stakeholders answer their own questions without waiting on data.
04 · Regulatory
End-to-end regulatory data packages built to satisfy regulators, including DSA transparency reports and compliance-ready enforcement metrics.
05 · AI/ML
Advising on how AI and ML systems fit into T&S workflows: from training data quality to model output evaluation and feedback loops.
06 · Advisory
Serving as the trust and safety data partner for Policy, Product, Legal, and Engineering, embedded in the work, not siloed from it.
Work
Representative examples. Details anonymized to protect client relationships.
Built a T&S data vertical from zero at a major streaming platform: from raw event pipelines through to enforcement dashboards used by policy and ops teams daily. Designed the end-to-end architecture and shipped it.
Led data assembly and methodology documentation for a platform's initial DSA transparency report under a tight deadline. Coordinated across Legal, Policy, and Engineering to produce a defensible, regulator-ready data package.
Served as embedded data partner for a cross-functional T&S initiative, translating policy requirements into data specs, reviewing ML model outputs for enforcement use cases, and building the analytics layer that let non-technical stakeholders self-serve.
Contact
Whether you're a platform navigating your first regulatory filing, an AI company building out trust and safety infrastructure, or a team that knows their data is broken and needs someone to fix it, I'd like to hear what you're working on.
Most engagements start with a free 30-minute conversation. Pricing is always scoped to your situation, company stage, and what you actually need. No pitch, no pressure.