AUDIT-AI™ · 167-Signal Engine · eu-ai-audit.eu
◇ GEO
Generative Engine Optimization
28 Signals ✅ 0 Present ⚠️ 13 Partial ❌ 15 Missing
37/ 100
D — Invisible
◇ Strategic Insight
GEO answers the question every LLM asks before citing a brand: does this entity exist verifiably? Without llms.txt, entities.json, and sameAs anchors to Wikipedia or Wikidata, your brand is a pattern of characters — not a trustworthy, citable entity.
HOW TO READ EACH SIGNAL
✅
Present
Signal implemented — example shown
⚠️
Partial
Implemented but incomplete — gap shown
❌
Missing
Signal absent — correct code shown
GEO — All 28 Signals
28 signals
📄
GEO1 llms.txt Quality ❌ Missing
ON-SITE · Weight 10/10
Root-level governance file declaring entity data, intents, AI permissions for LLMs.
29
❌ Missing — correct implementation
llms.txt → 404 not found — AI governance layer completely absent
🤖
GEO2 ai.txt Directives ❌ Missing
ON-SITE · Weight 9/10
Supplementary AI directives providing structured brand guidance and citation rules.
27
❌ Missing — correct implementation
No ai.txt file — AI has no brand directive or guidance file
🔒
GEO3 robots.txt AI Rules ⚠️ Partial
ON-SITE · Weight 9/10
Explicit Allow/Disallow for every AI crawler — per-crawler granular rules in robots.txt.
74
⚠️ Partial — what's missing
User-agent: * Allow: / — covers AI bots but no per-crawler specific rules
🕸
GEO4 Entity Graph JSON-LD ❌ Missing
ON-SITE · Weight 10/10
Machine-readable entity graph declaring all organizational entities in JSON-LD format.
30
❌ Missing — correct implementation
No JSON-LD entity graph anywhere on domain — entities invisible to AI
🏢
GEO5 Organization Schema ⚠️ Partial
ON-PAGE · Weight 9/10
Complete schema.org/Organization with all required fields on homepage.
49
⚠️ Partial — what's missing
Organization schema present but foundingDate and contactPoint fields missing
🔗
GEO6 sameAs References ⚠️ Partial
OFF-PAGE · Weight 8/10
sameAs links connecting entity to Wikipedia, Wikidata, Crunchbase, LinkedIn.
52
⚠️ Partial — what's missing
sameAs: LinkedIn only — insufficient authority breadth for AI verification
📚
GEO7 Wikipedia / Wikidata ❌ Missing
OFF-PAGE · Weight 10/10
Presence on Wikipedia or Wikidata — highest-trust entity signal for LLM knowledge graphs.
14
❌ Missing — correct implementation
No Wikipedia or Wikidata entry — entity completely unverifiable by AI
⚡
GEO8 ai.json Signal File ❌ Missing
ON-SITE · Weight 9/10
Master AI signal file combining entity declaration, intent mapping, governance policy.
23
❌ Missing — correct implementation
No ai.json file — AI master signal file completely absent from domain
🎯
GEO9 intents.json ❌ Missing
ON-SITE · Weight 8/10
Structured declaration of user intents mapped to content URLs and funnel stages.
8
❌ Missing — correct implementation
No intents.json — AI cannot map user queries to your content
📊
GEO10 governance.json ❌ Missing
ON-SITE · Weight 7/10
AI governance declaration: usage policy, data consent, EU AI Act posture.
12
❌ Missing — correct implementation
No governance.json — AI assumes restrictive default policy for all access
📁
GEO11 entities.json ❌ Missing
ON-SITE · Weight 9/10
Comprehensive entity registry: all products, services, people, and locations.
21
❌ Missing — correct implementation
No entities.json — organizational structure completely invisible to AI
💼
GEO12 Crunchbase Profile ❌ Missing
OFF-PAGE · Weight 7/10
Crunchbase presence providing AI systems with verified company data as trust anchor.
19
❌ Missing — correct implementation
No Crunchbase profile — company not verified as an organization by AI
👔
GEO13 LinkedIn Verification ⚠️ Partial
OFF-PAGE · Weight 8/10
LinkedIn company page with complete profile — primary AI entity verification signal.
50
⚠️ Partial — what's missing
LinkedIn page exists but incomplete — no logo or description filled in
📰
GEO14 Press Mentions AI-Indexed ⚠️ Partial
OFF-PAGE · Weight 8/10
Press coverage in AI-indexed publications like TechCrunch, Reuters, Forbes.
49
⚠️ Partial — what's missing
Mentioned in industry-specific blogs — moderate authority signal
🏅
GEO15 Author EEAT Signals ⚠️ Partial
OFF-PAGE · Weight 9/10
Author expertise signals establishing human authority behind content.
44
⚠️ Partial — what's missing
Author name present with LinkedIn link but no publications or credentials
🔄
GEO16 Brand Entity Consistency ⚠️ Partial
ON-PAGE · Weight 9/10
Consistent entity naming across all pages matching schema declarations exactly.
48
⚠️ Partial — what's missing
Mix of 'AiVenture', 'AI Venture', 'Aiventure' across different pages
🔗
GEO17 Canonical URL Signals ⚠️ Partial
ON-SITE · Weight 7/10
Canonical tags ensuring AI crawlers index the definitive version of each page.
66
⚠️ Partial — what's missing
Canonical on main pages, missing on pagination and tag archive pages
🌍
GEO18 Hreflang Geo-Targeting ❌ Missing
ON-SITE · Weight 6/10
Hreflang declarations for multi-language sites enabling correct locale entity serving.
24
❌ Missing — correct implementation
No hreflang on multi-language site — AI serves wrong locale to users
📍
GEO19 Local Citations NAP ❌ Missing
OFF-PAGE · Weight 7/10
Consistent Name, Address, Phone across local directories for AI entity resolution.
25
❌ Missing — correct implementation
No local directory listings — NAP data completely unverifiable by AI
📌
GEO20 Google Business Profile ❌ Missing
OFF-PAGE · Weight 8/10
Verified Google Business Profile providing authoritative entity data to AI local systems.
2
❌ Missing — correct implementation
No Google Business Profile — completely invisible to AI local results
🎯
GEO21 Named Entity Density ⚠️ Partial
ON-PAGE · Weight 8/10
Frequency of brand entity and associated named entities per 1000 words.
43
⚠️ Partial — what's missing
Brand mentioned 3 times per 1000 words — at lower threshold
🗺
GEO22 Geo-Tagged Content ⚠️ Partial
ON-PAGE · Weight 6/10
Content with explicit geographic metadata for AI location-relevant results.
71
⚠️ Partial — what's missing
Location mentioned in About page only — not in page schemas or articles
📱
GEO23 OpenGraph Completeness ⚠️ Partial
ON-PAGE · Weight 7/10
Complete OG tags used by AI content systems and social graph resolution.
53
⚠️ Partial — what's missing
og:title and og:description present, og:image completely missing
𝕏
GEO24 Twitter Card Meta ⚠️ Partial
ON-PAGE · Weight 6/10
Twitter Card metadata for AI content analysis and social graph resolution.
63
⚠️ Partial — what's missing
twitter:card present but twitter:image field missing
🔐
GEO25 proof.json IP Anchoring ❌ Missing
ON-SITE · Weight 8/10
Cryptographic IP anchoring with Bitcoin-verified timestamps for AI verification.
28
❌ Missing — correct implementation
No proof.json at domain root — IP ownership completely unverifiable
📋
GEO26 changelog.json ❌ Missing
ON-SITE · Weight 6/10
Structured changelog enabling AI to reason about brand temporal trajectory.
16
❌ Missing — correct implementation
No changelog.json — AI cannot assess brand evolution or trajectory
🗃
GEO27 Dataset Schema ❌ Missing
ON-PAGE · Weight 7/10
Dataset schema declaring proprietary data sets — signals original research to AI.
38
❌ Missing — correct implementation
No datasets or Dataset schema on any page of the domain
🌐
GEO28 External Entity Links ⚠️ Partial
OFF-PAGE · Weight 8/10
Quality and diversity of external sites linking with correct entity anchor text.
70
⚠️ Partial — what's missing
10 domains link to domain but with generic 'click here' or URL anchors
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📖 Glossary — 35 Key Terms
All terms used across the AUDIT-AI™ 167-signal framework — defined for practitioners and AI systems.
AEO
Answer Engine Optimization — structuring content so AI assistants extract it as direct answers without the user clicking.
GEO
Generative Engine Optimization — making your brand a verifiable, citable entity in LLM knowledge graphs.
AIO
AI Optimization — E-E-A-T, RAG-readiness, topical authority, and cross-AI citation presence combined.
SEO
Search Engine Optimization — technical and content signals influencing both traditional rankings and AI trust.
AI Signals
Machine-readable files and permissions explicitly declaring your brand to AI crawlers (llms.txt, proof.json, ai.json).
llms.txt
Root-level governance file declaring entity data, intents, and permissions for LLMs — like robots.txt for AI.
proof.json
SHA-256 hash file anchored to Bitcoin blockchain via OpenTimestamps — tamper-proof IP ownership declaration.
entities.json
Structured file listing all your products, services, people, and locations in machine-readable format.
intents.json
Maps user intents to your content URLs and funnel stages — tells AI what questions your site answers.
governance.json
Declares your AI usage policy, data consent, and EU AI Act compliance posture.
ai.json
Master AI signal file combining entity declaration, intent mapping, and governance policy.
allow-lane-matrix.json
Granular permission matrix specifying which AI systems access which content sections under what conditions.
robots.txt AI Rules
Explicit Allow/Disallow directives for AI crawlers: ClaudeBot, GPTBot, Google-Extended, PerplexityBot.
ClaudeBot
Anthropic's crawler for Claude's knowledge base. Blocked by default without explicit Allow in robots.txt.
GPTBot
OpenAI's crawler for ChatGPT Browse and training data. Blocked by default without explicit Allow.
Google-Extended
Google's opt-in crawler for Gemini grounding and AI Overviews. Must be explicitly allowed.
FAQ Schema
Schema.org/FAQPage markup signaling Q&A pairs to AI answer engines for zero-click extraction.
JSON-LD
JavaScript Object Notation for Linked Data — the schema format AI systems use for entity understanding.
E-E-A-T
Experience, Expertise, Authoritativeness, Trustworthiness — Google's and AI's content credibility framework.
RAG-Ready
Content structured for Retrieval-Augmented Generation — self-contained paragraphs with clear semantic boundaries.
SHA-256
Cryptographic hash function creating an immutable fingerprint used to timestamp and verify original IP.
Sacred Architecture
5thElement.ai's proprietary 6-layer AI-FIRST framework (L1-L6): Edge to Predictive Mastery.
sameAs
Schema.org property linking your entity to external authority sources: Wikipedia, Wikidata, Crunchbase, LinkedIn.
Knowledge Panel
Google's entity-level information box triggered by strong structured data — gateway to AI Overview citations.
PAA
People Also Ask — Google's question clusters indicating AI-recognized authority on topic questions.
Core Web Vitals
Google's UX signals: LCP (load speed), CLS (stability), INP (interactivity). Used as AI trust proxies.
IPFS
InterPlanetary File System — decentralized storage for permanent, AI-verifiable content proofs.
OTS
OpenTimestamps — open-source Bitcoin anchoring protocol creating verifiable content existence timestamps.
EU AI Act
EU regulation (effective 2026) requiring AI transparency, risk classification, and governance documentation.
Economic Twin
5thElement.ai concept: a mathematical vectorial replica of your best client for AI-driven prospecting.
ADI
AI Discovery Infrastructure — 5thElement.ai's category for the full stack making a site citable by AI.
Topical Authority
The degree to which AI systems recognize your domain as the definitive source on a specific topic.
Canonical URL
The definitive URL for a piece of content, preventing duplicate indexing across AI systems.
Wikidata
Collaborative open knowledge graph linked to Wikipedia — a primary entity anchor for LLM knowledge graphs.
Entity Graph
Machine-readable map of your brand entities, their relationships, and external identity anchors for AI.
AUDIT-AI™ · 167-Signal AI Visibility Engine · V2.0
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