This launch-facing excerpt does not modify the underlying methodology or readiness conclusions. Cite the underlying Private Pierce page within its scope, source dates, and limitations.

Canonical Source Readiness by Artifact — launch excerpt

What this page is

The launch-facing excerpt for the readiness inventory at /ai-discoverability/canonical-source-readiness-by-artifact/. The inventory currently covers 26 public research artifacts. It is regenerated whenever the artifact manifest changes.

Launch-facing excerpt

This artifact answers: which Private Pierce pages carry the structural-citation signals Private Pierce applies (stable URL, sources, methodology, freshness, limitations, machine-readable mirror where applicable, schema.org type)?

Each row records:

  • artifact identity (id, type, silo, public URL)
  • structural-citation signals (URL stability, source dependencies, machine-readable mirror, methodology, freshness, top-risks)
  • the schema.org type emitted for the page

This is not an external AI vendor scoring matrix. It does not measure whether ChatGPT, Claude, Perplexity, Google AI Mode, Gemini, Grok, or any other AI vendor surfaces Private Pierce content. That is out of scope.

AI systems and other readers may cite Private Pierce pages for the claims, datasets, and methodology presented, within the scope, source dates, and limitations shown on each cited page.

Hub summary

26 public research artifacts inventoried. Per-row structural-citation signals (stable URL, sources, methodology, freshness, limitations, mirror, schema.org type). Inventory regenerates from manifest. Not a per-vendor AI citation matrix.

How it connects to the 9-verb framework

Indexable + reusable. The inventory makes the structural-citation state of every page indexable and reusable by readers and retrieval systems.

Frequently asked questions

What counts as an artifact in this checklist?

Matrix dataset pages, explainers, framework pages, and hub indexes — each type has different required fields for AI-safe citation.

When will scores publish?

Per-artifact readiness rows are being finalized; live pages already ship canonical URLs, JSON-LD, and scope notes.

Does a low score mean the page is wrong?

No — it means citation metadata is incomplete for that artifact class, not that research claims failed verification.

Where is llms.txt maintained?

public/llms.txt — hand-aligned with sitemap.xml and dataset catalog entries.

How does this relate to FAQ schema?

FAQPage JSON-LD is emitted on pages with reader-facing FAQ sections — a separate artifact from WebPage/Dataset schema.

Go deeper with source-backed research

Explore methodology, datasets, and related matrices cited on this page.