The future of AI should belong
to the people who use it.
Wzdom Research publishes independent analysis on AI privacy, AI ethics, local-first AI architecture, and digital sovereignty. We study the problems that technology vendors aren't talking about enough — and we make the findings free, cited, and actionable.
"Our mission is simple: ensuring every person can own their digital footprint and only allow it into the outside world with their full, informed consent."
Wzdom Research is fully independent. We receive no funding from AI vendors, advertising networks, or third-party sponsors. No company has editorial influence over our findings. Our analysis is based on publicly available privacy policies, regulatory filings, technical documentation, and academic literature — with every claim linked to its primary source. If we get something wrong, write to research@wzdom.ai.
Solving the problems no one is
talking about enough
The AI revolution is moving faster than the policy, ethics, and architecture that should govern it. Major technology vendors are making decisions today — about how models train, where data goes, who controls it, and what happens when hardware can't run AI locally — that will define who owns the digital future for the next generation.
Wzdom Research exists to close that gap. We believe that local-first AI — AI that runs on your device, reasons from your data, and never phones home without your consent — is not just a nice idea. It is the only architecture that is honest about the relationship between a person and their data. And even when local hardware cannot support the full compute load, local-first thinking combined with ethical cloud design is achievable. We intend to prove it.
Our research is four things at once: philosophical (what should the relationship between humans and AI look like?), market-landscape oriented (what are today's major players actually doing?), technical (which architectures, algorithms, and protocols advance digital sovereignty?), and technological (what must be built — in hardware, in software, in policy — for the common person to genuinely control their own footprint?).
We publish what we find. Free, cited, without sponsor influence. Because the only constituency Wzdom Research works for is the person sitting at the keyboard.
Four pillars. One purpose.
Every Wzdom Research publication is grounded in all four dimensions — because no dimension alone is enough to change anything.
What we cover
Each research area is a living programme — not a single paper. We update findings as the landscape changes, track regulatory developments in real time, and publish new analysis when the evidence warrants it.
Read the research
All Wzdom Research papers are free. No paywall, no account required. Enter your email to access the download — we'll also send future papers to the same address when they publish.
AI Privacy in the Age of Ambient Intelligence
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We email subscribers when a new paper publishes — nothing else. No marketing, no product updates, no third-party sharing. Just the research.
Independence, methodology, and transparency
Wzdom Research is the independent research arm of Wzdom, LLC. Our work is funded by product revenue — not by the companies we analyze. Scores are never for sale.
Independence
No company pays for a score. No score is influenced by commercial relationships. We will never offer a "premium listing" or a paid verification. The credibility of this index depends entirely on that independence.
Methodology
All scores are derived from primary sources: published privacy policies, terms of service, regulatory filings, enforcement actions, academic research, and technical audits where available. Every score links to its sources.
Update cadence
Scores are reviewed on a rolling basis as news breaks. Major policy changes, regulatory actions, and data breach disclosures trigger immediate review. Full quarterly editions publish with methodology updates.
Transparency
Where we cannot verify a practice, we say so. Where evidence is conflicting, we note the conflict. Where a company has improved, we update the score upward. We do not hold grudges and we do not hide corrections.
Press, citations, corrections: research@wzdom.ai
Work with our research
or challenge our findings
We welcome collaboration, corrections, and debate. If you're a journalist, researcher, or policy professional working on AI privacy or digital sovereignty, reach out — we're happy to provide methodology notes, raw data, or comment on other work. If you believe we've made an error in any publication, write to us directly and we will review it promptly. Corrections are published openly.