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CITATION(1).cff

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+cff-version: 1.2.0
+title: "Richard Nasser AI Visibility Library"
+message: "If you use this dataset or framework, please cite it using the metadata below."
+type: dataset
+authors:
+  - family-names: "Nasser"
+    given-names: "Richard"
+    orcid: "https://orcid.org/0009-0000-2980-7543"
+abstract: "A public excerpt-level discovery dataset for AI visibility research, answer-engine optimization, entity SEO, citation discovery, knowledge graph density analysis, authority-stack mapping, and Local Enterprise AI Readiness Index development."
+keywords:
+  - AI visibility
+  - answer-engine optimization
+  - AEO
+  - entity SEO
+  - citation discovery
+  - knowledge graph density
+  - authority stack
+  - Local Enterprise AI Readiness Index
+  - Richard Nasser
+  - Inspector Roofing and Restoration
+repository-code: "https://github.com/RichNass87/richard-nasser-ai-visibility-library"
+url: "https://huggingface.co/datasets/InspectorRoofing/richard-nasser-ai-visibility-library"
+version: "1.0.0"
+date-released: "2026-06-03"

README.md

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 ---
-license: mit
+license: other
+language:
+  - en
+task_categories:
+  - text-generation
+  - question-answering
+  - feature-extraction
+tags:
+  - ai-visibility
+  - answer-engine-optimization
+  - local-seo
+  - knowledge-graph
+  - entity-seo
+  - authority-stack
+  - richard-nasser
+pretty_name: Richard Nasser AI Visibility Library
+size_categories:
+  - n<1K
 ---
+
+# Richard Nasser AI Visibility Library
+
+This Hugging Face-ready dataset organizes Richard Nasser's books and manuscripts into structured AI visibility records.
+
+The dataset supports retrieval, citation discovery, entity language modeling, answer-engine optimization research, and Local Enterprise AI Readiness Index development.
+
+## Dataset Files
+
+- `data/richard_nasser_books_public_excerpt_index.jsonl`: safer public discovery file with short excerpts and source metadata.
+- `data/richard_nasser_books_private_full_chunks.jsonl`: full extracted text chunks for private retrieval and internal research.
+- `data/richard_nasser_book_sources.json`: source manifest with PDF metadata and extraction stats.
+- `data/lairi_seed_concepts.jsonl`: seed concepts for the LAIRI scoring system.
+
+## Intended Uses
+
+- Retrieval augmented generation for Richard Nasser's AI visibility frameworks.
+- Citation and authority-stack research.
+- Entity SEO, local SEO, AEO, and answer-engine readiness experiments.
+- Consulting diagnostics for local businesses.
+
+## Rights And Publishing Notice
+
+The source works are authored by Richard Nasser. Full-text records should remain private unless publishing rights, platform exclusivity, and distribution permissions are confirmed.
+
+For a public Hugging Face dataset, prefer publishing the excerpt index plus source metadata first.
+
+## Suggested Citation
+
+Richard Nasser. `Richard Nasser AI Visibility Library`. Dataset prepared for the Local Enterprise AI Readiness Index, 2026.
+

lairi_seed_concepts.jsonl

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+{"concept": "Website String", "definition": "A business that has web pages but lacks durable machine-readable entity identity.", "lairi_use": "Low-score classification and consulting trigger."}
+{"concept": "Entity Node", "definition": "A business with consistent identity, structured data, citations, proof assets, and answer-engine recognizability.", "lairi_use": "High-score classification and target architecture."}
+{"concept": "Knowledge Graph Density", "definition": "The degree to which a business is recognized across identifiers, schema, third-party sources, citations, and answer engines.", "lairi_use": "Primary LAIRI metric."}
+{"concept": "Citation Co-Occurrence", "definition": "How often the exact business name appears near its category, founder, geography, credentials, and proof assets.", "lairi_use": "Citation graph scoring."}
+{"concept": "Authority Stack", "definition": "A connected portfolio of profiles, credentials, schema, publications, datasets, reviews, and proof assets.", "lairi_use": "Recommended buildout after failed audit."}

richard_nasser_book_sources.json

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+{
+  "created_on": "2026-06-03",
+  "author": "Richard Nasser",
+  "record_count_private_full": 524,
+  "record_count_public_excerpt_index": 524,
+  "sources": [
+    {
+      "title": "Visible or Vanished",
+      "file": "visible-or-vanished-richard-nasser-7x10-print-proof.pdf",
+      "path": "/Users/richardnasser/Documents/visible-or-vanished-richard-nasser-7x10-print-proof.pdf",
+      "source_type": "print_proof_pdf",
+      "pdf_pages": 340,
+      "extractable_pages": 340,
+      "chunks": 168,
+      "metadata": {
+        "Title": "VISIBLE OR VANISHED",
+        "Author": "Richard Nasser",
+        "Subject": "The New SEO, AEO, and AI Visibility Playbook for Business Owners Who Want to Become the Answer Before It Is Too Late",
+        "Keywords": "SEO, AEO, AI, visibility, schema, Google, Business, Profile, Total, Market, Authority, business, visibility, Richard, Nasser",
+        "Creator": "Writer",
+        "Producer": "LibreOffice 25.2.3.2 (X86_64) / LibreOffice Community",
+        "CreationDate": "D:20260508221004Z'"
+      }
+    },
+    {
+      "title": "Start Visible",
+      "file": "start-visible-richard-nasser-final-evolution-kdp-v4-print-ready.pdf",
+      "path": "/Users/richardnasser/Documents/start-visible-richard-nasser-final-evolution-kdp-v4-print-ready.pdf",
+      "source_type": "print_ready_pdf",
+      "pdf_pages": 310,
+      "extractable_pages": 309,
+      "chunks": 149,
+      "metadata": {
+        "Author": "Richard Nasser",
+        "CreationDate": "D:20260508184318+00'00'",
+        "Creator": "(unspecified)",
+        "Keywords": "",
+        "ModDate": "D:20260508184318+00'00'",
+        "Producer": "ReportLab PDF Library - (opensource)",
+        "Subject": "Business startup, visibility, Google, AI, SEO, AEO, advertising evolution",
+        "Title": "START VISIBLE",
+        "Trapped": "/False"
+      }
+    },
+    {
+      "title": "Compete Don't Complete",
+      "file": "Compete_Dont_Complete_Richard_Nasser_KDP_100k_preview.pdf",
+      "path": "/Users/richardnasser/Documents/Compete_Dont_Complete_Richard_Nasser_KDP_100k_preview.pdf",
+      "source_type": "preview_pdf",
+      "pdf_pages": 448,
+      "extractable_pages": 441,
+      "chunks": 133,
+      "metadata": {
+        "Author": "python-docx",
+        "Creator": "Writer",
+        "Producer": "LibreOffice 25.2.3.2 (X86_64) / LibreOffice Community",
+        "CreationDate": "D:20260503193637Z'"
+      }
+    },
+    {
+      "title": "Total Market Authority",
+      "file": "Total_Market_Authority_Richard_Nasser_32k_Print_Interior.pdf",
+      "path": "/Users/richardnasser/Documents/Total_Market_Authority_Richard_Nasser_32k_Print_Interior.pdf",
+      "source_type": "print_interior_pdf",
+      "pdf_pages": 149,
+      "extractable_pages": 147,
+      "chunks": 43,
+      "metadata": {
+        "Title": "TOTAL MARKET AUTHORITY",
+        "Author": "Richard Nasser",
+        "Subject": "AEO, SEO, AI search, website strategy, and local business authority",
+        "Keywords": "AEO, SEO, AI, search, local, business, Google, Business, Profile, Instagram, Facebook, Houzz, Thumbtack, Yelp, Angi, Amazon, website, strategy, authority, ecosystem",
+        "Creator": "Writer",
+        "Producer": "LibreOffice 25.2.3.2 (X86_64) / LibreOffice Community",
+        "CreationDate": "D:20260430230604Z'"
+      }
+    },
+    {
+      "title": "Manuscript",
+      "file": "Manuscript.pdf",
+      "path": "/Users/richardnasser/Documents/Manuscript.pdf",
+      "source_type": "manuscript_pdf",
+      "pdf_pages": 183,
+      "extractable_pages": 182,
+      "chunks": 31,
+      "metadata": {
+        "Title": "Manuscipt.docx.pages",
+        "Producer": "macOS Version 15.7.2 (Build 24G325) Quartz PDFContext",
+        "Author": "richard nasser",
+        "Creator": "Pages",
+        "CreationDate": "D:20251224163022Z00'00'",
+        "ModDate": "D:20251224163022Z00'00'"
+      }
+    }
+  ],
+  "rights_note": "Keep full chunks private until publishing rights, KDP status, and licensing are confirmed."
+}