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The Question Isn't Whether AI Wrote It—It's Whether You Can Defend It
AI detectors don't work — Turnitin admits it, MIT says it flatly, OpenAI shut its own tool down. So why are compliance teams, consulting firms, and intelligence units still being asked to prove AI didn't touch their reports? That's the wrong question. Here's the one that actually matters, and the four pillars that separate defensible AI-assisted work from a draft nobody can stand behind.
How Law Firms Are Using OSINT and AI Reporting for Litigation Support
Generic AI tools solved the speed problem for legal research. They never touched the sourcing problem. Here's what actually makes an OSINT-based intelligence product hold up in litigation — and why source attribution, documented methodology, and a reproducible audit trail aren't optional extras.
When AI Becomes the Source: Why Analysts Matter More Than Ever
The CNN vs. Perplexity lawsuit is about copyright on the surface. Underneath, it points to something more consequential: a growing number of professionals are consuming information through AI summaries rather than original sources. This post examines what gets lost in that compression — nuance, caveats, uncertainty, competing perspectives — and why analyst judgment has never been more important than it is right now.