Fractional Trust & 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 specialist 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, core offer
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.