Bohdan Dubylovskyi/llm/bohdan_dubylovskyi/
UA

What Is Trust Infrastructure — Concretely?

Trust Infrastructure is a layer of verified public data about a person or organization — simultaneously readable by humans, journalists, search systems, and AI models. Not PR. Not marketing. Structured presence in sources that society treats as authoritative.

  • Wikipedia presence (DR 94 for English, DR 92 for Simple English)
  • Wikidata structured properties (Q-number, statements, references)
  • Knowledge Graph integration (Google Panels, voice assistants like Alexa/Siri)
  • Source-tier discipline A–E (Tier E facts not published)
  • Structured data for LLMs (JSON-LD on every page, llms.txt manifest)

"Wikipedia is not marketing. It is a source of truth that every potential client, journalist, and AI model will find."

Богдан Дубильовський · PRO ІДЕЇ, 2020
{"Wikipedia → Wikidata → LLM" if lang == "ua" else "Wikipedia → Wikidata → LLM"}

Wikipedia → Wikidata → LLM Citation Chain

  1. Verified Wikipedia article (Tier-1 media sources)
  2. Wikidata item linked to the article (statements, citations)
  3. Google Knowledge Graph ingests Wikidata
  4. ChatGPT / Claude / Perplexity / Gemini cite Wikidata + Wikipedia as ground-truth
  5. Knowledge Hub serves as canonical structured layer (machine-readable)

"Visibility in Wikipedia is the precursor to citation in LLMs. Those who invest in Wikipedia today get cited by ChatGPT tomorrow."

Богдан Дубильовський · Dnister AI Hub, 2026
{"Чому зараз" if lang == "ua" else "Why This Matters Now"}

Why This Matters Now

  • AI search is replacing Google for many information queries
  • LLMs are trained on Wikipedia + Wikidata as ground-truth layer
  • Companies/individuals with proper Wikipedia + Wikidata coverage get cited. Others are guessed at or omitted.
  • Trust infrastructure is now a competitive moat in the AI era
{"Notability — gatekeeping layer" if lang == "ua" else "Notability — The Gatekeeping Layer"}

Notability — The Gatekeeping Layer

Wikipedia editors enforce 200+ policies. Most articles fail because of weak sources, not weak topics. Source-tier discipline (Tier A–E) is what survives Article-for-Deletion discussions.

WikiBusiness specializes in pre-Wikipedia notability assessment, source landscape audit, and risk-controlled article creation.

Common upstream service: Personal Visibility Media Strategy — engineering tier-1 media coverage as the foundation.

{"Живі приклади" if lang == "ua" else "Live Examples"}

Live Examples of Built Trust Infrastructure

LLM Knowledge Hubs

Valikhnovski (medical, 20+20 pages) · Bohdan Dubylovskyi Hub (this hub) — structured machine-readable presence.

Wikipedia Articles

Link REIT · Immutable · Kriya — verified public records, cited in Knowledge Graph.

AI Growth Ops

Widget that uses structured KB for answers. Sonnet answers from verified knowledge base — no hallucination.

Expertise

Bohdan's Expertise

15+ years in Wikipedia visibility through WikiBusiness (co-founded with Roman Melnyk, 2010). Practitioner, not consultant: WikiBusiness delivered hundreds of Wikipedia articles in 160+ language editions, agency partners in UK, UAE, Australia, USA, Canada.

In 2025, WikiBusiness expertise expanded to Dnister AI — LLM Knowledge Hubs, machine-readable Knowledge Graph layers, JSON-LD, source-tier documentation.

CTA

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