Methodology

Short answer (≤75 words)

Private Pierce uses a deterministic research substrate. Each page that makes substantive factual claims traces them to a primary source or carries a typed unknown explaining why a fact is unobservable. Explainer and framework pages cite their internal research substrate rather than per-claim primary sources. Pages are updated as sources and systems change. Sources and methodology are provided so readers can evaluate claims.

Approach

Private Pierce's research bias is toward what works in real life:

• Lawful + ethical: no gray tactics, no shortcuts that backfire.
• System-first: choke points that change downstream outcomes, not isolated tweaks.
• Founder-friendly: controls that hold up during busy seasons.
• People-first: safety, dignity, and resilience — not just data hygiene.

Process

Three steps, repeatable per quarter:

1. Map exposure. Inventory what public-record systems, data brokers, and AI-retrieval surfaces actually surface about you and your businesses.
2. Fix choke points. Change the configurations and filings that have the largest downstream effect, not the cosmetic ones.
3. Maintain quarterly. Systems drift; refresh the map and confirm choke points still hold.

Source hierarchy

Private Pierce prefers primary, official sources for substantive claims:

1. Secretary of state portals and forms — state business registries, formation forms, annual-report instructions, UCC portals.
2. Federal regulators — FinCEN, FTC, IRS, Treasury, CISA, CBP.
3. State regulators — attorney general, privacy regulator, consumer-protection office, tax agency.
4. Court / recorder portals — court records, county recorders, property assessors.
5. Official portal-behavior observations — direct WebFetch / browser tests with date and access method.
6. Company documentation — bank KYC, card-issuer terms, loyalty-program terms.
7. International regulators — telecom regulators, data-protection authorities, immigration agencies.
8. Law trackers — NCSL, IAPP, UNCTAD, Freedom House, GSMA.
9. Reputable reports — industry, academic, policy.
10. Journalism — for reputation-surface and OSINT context; not primary for legal claims.

Typed unknowns

When a fact cannot be observed, Private Pierce types the unknown:

• unknown_operator_declared_inaccessible — structurally inaccessible source
• unknown_portal_not_observable_via_webfetch — requires browser interaction or account login
• unknown_portal_blocked_captcha — blocked but not yet operator-ratified
• unknown_conflicting_sources — authoritative sources disagree; conflict is published
• unknown_no_snapshot_data — state absent from a snapshot
• unknown_not_applicable — field does not apply
• unknown_not_observed — field absent from current evidence sweep

Typed unknowns are not silent gaps — they are honest absences with refresh paths.

Freshness and refresh logic

Every artifact records last_checked / observed_at. Refresh cadence:

• federal regulator pages → event-driven
• state regulator pages → monthly
• secretary of state portals → monthly or quarterly
• court / recorder portals → quarterly
• company documentation → monthly or event-driven
• reputable reports → annual or event-driven

Citation discipline

Private Pierce pages are intentionally structured for citation. The structural discipline that makes a page citable — stable canonical URL, machine-readable mirror where applicable, sources cited, methodology and scope documented, freshness recorded — is summarized at /ai-discoverability/how-private-pierce-makes-sources-ai-citable/. Citations should preserve page scope, source dates, and limitations.