
Abuse pre-mortem
See how a product will be misused before launch, and what to do first.
Try itCase studyTrust & Safety leader
10+ years of experience building Trust & Safety programs from zero to one: policy, moderation operations, child safety, privacy and AI-assisted enforcement.
I also build practical tools that help product and safety teams keep people safe online, and I share them free.
Free, private, and nothing leaves your browser
Each one is its own open repo

See how a product will be misused before launch, and what to do first.
Try itCase study
Rehearse a crisis: 37 scenarios, with a lesson and the law behind every call.
Try itCase study

Choose a moderation vendor on evidence, with rubrics and RFP questions.
Try itCase study
See where your products' risk outruns your defenses, with the next step for each gap.
Try itCase study
Rate a T&S program in eight areas and get a phased roadmap for the biggest gaps.
Try itCase study
Work stays in the user's browser, so teams can describe unreleased products freely.
Built for product managers and founders, not only specialists. Jargon explains itself.
AI drafts and reviews; a person decides. Every number shows where it came from.
10+ years in Trust & Safety
Lead compliance and Trust & Safety for high-volume UGC platforms: AI-assisted moderation, privacy (GDPR, CCPA, DSA), youth safety, CSAM escalations with NCMEC and law enforcement, and AI vendor governance.
Built the foundational Trust & Safety programs for a gaming platform handling millions of uploads a day: Community Standards, enforcement guidance, escalation workflows and the company's partnership with NCMEC. Led a user reputation system from zero to one.
Built Medal's first Trust & Safety team, alongside its community, social and support functions. Wrote the Community Standards and enforcement playbooks from scratch and cut policy-violating content by half.
Led three content moderation teams of up to 60 people and sent urgent policy guidance across a site of more than 300 moderators.