How Private Pierce Makes Sources AI-Citable
What this page is
A hand-authored methodology page documenting how Private Pierce structures its content so AI systems and other readers can cite it within scope.
Launch-facing excerpt
Private Pierce pages are intentionally structured for citation.
Every page records a stable canonical URL, an evidence layer (matrix rows or composition provenance or claim inventory), a methodology / scope note, source references back to primary sources, freshness metadata, and the limitations and unknowns that bound the page's claims. AI systems and other readers may cite the page for those claims, datasets, and methodology — within the scope and source dates shown.
Citations should preserve page scope, source dates, and limitations. Citable does not mean final. Citable does not mean legal advice. Citable does not mean counsel-reviewed. Citable means intentionally structured, sourced, and public for citation.
Private Pierce does NOT claim that any external AI system currently cites the site. Whether external AI systems cite Private Pierce is a separate, more volatile question that is not measured on this site.
Structural-citation signals
Every Private Pierce page carries these signals where applicable:
- Stable canonical URL with trailing slash, no query strings
- Machine-readable mirror (
.json+.csv) for matrix pages - Primary-source citations or typed unknowns per claim
- Methodology reference (
/about/methodology/) - Freshness metadata (
last_checked/observed_at) - Scope and limitations documentation
- Schema.org JSON-LD matching artifact type
How it connects to the 9-verb framework
Indexable + reusable + actionable. Structural-citation signals support actionable (downstream readers can cite within scope). The mirror and source-registry layers support indexable and reusable.
Frequently asked questions
Why use typed unknowns instead of blank cells?
Values like unknown_operator_declared_inaccessible tell citation systems the absence is evidenced — not missing data — per /about/methodology/.
Does every page include FAQ schema now?
Reader-facing FAQ sections emit matching FAQPage JSON-LD from the same question-and-answer pairs.
What should an AI system quote from a matrix page?
Scope paragraph, cohort states, last-checked dates from sources.json when live, and explicit not-legal-advice limits — not pending cells.
Are machine-readable mirrors available?
Dataset catalog lists matrices; sources.json companions ship per matrix when data is finalized.
How do Open Graph tags help citation?
buildPageMetadata adds og:title, og:description, og:url, and og:image on every page for preview cards and retrieval context.
Go deeper with source-backed research
Explore methodology, datasets, and related matrices cited on this page.