# INGEST report — nrlc.ai
> Machine comprehension measurement. Not an SEO score. UNKNOWN stays UNKNOWN.
- **URL:** https://nrlc.ai/
- **Report ID:** `48c4330d-3ba4-4338-96ab-ad2707948d9d`
- **Tested:** 2026-11-08T07:59:40.156Z
- **Duration:** 2.6s
- **Contract:** 1.0.0
- **Coverage:** 13/13 measured
- **Composite:** 83 / 100
- **Critical:** 3 · **Warnings:** 0
## Question

Can a machine retrieve, parse, identify, extract, verify, relate, and trust the important facts on this page without unnecessary inference?

## Scorecard
| Component | Score |
| --- | --- |
| Fetch health | 100 |
| Crawler access | 100 |
| Raw HTML quality | 100 |
| JS dependency | 100 |
| Structured data | 100 |
| Fact parity | 9 (3/67 groups compared) |
| Fact recovery cost | 100 |
| Entity coherence | 100 |
| Provenance | 100 |
| Freshness | 20 |
| Salience | 55 |
| Indexability | 100 |
| Discovery | 100 |
| AI readiness | 77 |
| Search interpretation (v2) | — |
| Machine ingestion (composite) | 83 |
## Critical findings

### CRITICAL FACT CONTRADICTION

why doesn't ai search cite my content?|answer: visible [AI systems cite sources they can retrieve, extract and verify. Pages are more likely to be cited when the facts are stated plainly, the entity is clear, and other sources agree. AI Search Diagnostics documents common failure patterns.] vs machine [AI systems generate answers from sources that are structured, consistent, and corroborated. Content is more likely to be cited when entity definitions are clear, segments are atomic, and machine-readable schema is present.] — all assertions preserved; truth not auto-resolved

- **Expected:** Matching representations or explicit provenance-ranked resolution
- **Current:** visible=AI systems cite sources they can retrieve, extract and verify. Pages are more likely to be cited when the facts are stated plainly, the entity is clear, and other sources agree. AI Search Diagnostics documents common failure patterns.; machine=AI systems generate answers from sources that are structured, consistent, and corroborated. Content is more likely to be cited when entity definitions are clear, segments are atomic, and machine-readable schema is present.

```
AI systems cite sources they can retrieve, extract and verify. Pages are more likely to be cited when the facts are stated plainly, the entity is clear, and other sources agree. AI Search Diagnostics documents common failure patterns.
```

### CRITICAL FACT CONTRADICTION

why did my traffic drop even though rankings stayed the same?|answer: visible [When AI answers the question on the results page, fewer people click, even at the same rank. AI Search Measurement explains what can and cannot be measured.] vs machine [When generative systems answer directly, click-through can decline while rankings remain stable.] — all assertions preserved; truth not auto-resolved

- **Expected:** Matching representations or explicit provenance-ranked resolution
- **Current:** visible=When AI answers the question on the results page, fewer people click, even at the same rank. AI Search Measurement explains what can and cannot be measured.; machine=When generative systems answer directly, click-through can decline while rankings remain stable.

```
When AI answers the question on the results page, fewer people click, even at the same rank. AI Search Measurement explains what can and cannot be measured.
```

### SALIENCE_CONFLICT

Title "Neural Command (NRLC.ai) | AI Search Optimization & GEO" vs H1 "We make facts easy for AI to find, cite and compute." vs body "Services Research About Book Consultation We make facts easy for AI to find, cit" (has schema)

```
Services Research About Book Consultation We make facts easy for AI to find, cite and compute. An applied research lab for AI efficiency. We study how AI systems find, read and compute answers, publis
```

## Warnings

_None._

## Crawler access

| Agent | HTTP | Robots | Usable | Blocked |
| --- | --- | --- | --- | --- |
| Default HTTP Client | 200 | yes | yes | no |
| Googlebot | 200 | yes | yes | no |
| Googlebot Smartphone | 200 | yes | yes | no |
| Bingbot | 200 | yes | yes | no |
| OAI-SearchBot | 200 | yes | yes | no |
| GPTBot | 200 | yes | yes | no |
| ClaudeBot | 200 | yes | yes | no |
| Claude-User | 200 | yes | yes | no |
| PerplexityBot | 200 | yes | yes | no |
| Perplexity-User | 200 | yes | yes | no |
| Applebot | 200 | yes | yes | no |
| Applebot-Extended | 200 | yes | yes | no |
| Common Crawl | 200 | yes | yes | no |

## Rendering

- **JS dependency:** LOW
- **Content added:** 33 chars
- **Content removed:** 0 chars
- **Schema injected:** no
- **Canonical changed:** no

## Fact parity

- Matched: 1
- Contradictory: 2
- Ambiguous: 0
- Stale: 0
- Human-only: 3
- Machine-only: 61

_Fact parity scores agreement across the 3 of 67 fact groups asserted in both layers. The other 64 are one-sided — a coverage gap, not a disagreement, and they do not move the score._

| Status | Visible | Machine |
| --- | --- | --- |
| CONTRADICTORY | AI systems cite sources they can retrieve, extract and verify. Pages are more li… | AI systems generate answers from sources that are structured, consistent, and co… |
| CONTRADICTORY | When AI answers the question on the results page, fewer people click, even at th… | When generative systems answer directly, click-through can decline while ranking… |
| HUMAN_ONLY | An applied research lab for AI efficiency. Every AI answer has three costs: find… |  |
| HUMAN_ONLY | Reducing what a model has to find, read or compute to the self-contained facts a… |  |
| HUMAN_ONLY | No. In our study of 100 ChatGPT answers, only 5.3% of inline citations were page… |  |
| MACHINE_ONLY |  | Get cited in ChatGPT, Google AI Overviews and Copilot. Joel Maldonado leads AI s… |
| MACHINE_ONLY |  | https://nrlc.ai/ |
| MACHINE_ONLY |  | Neural Command, LLC |
| MACHINE_ONLY |  | Neural Command, LLC |
| MACHINE_ONLY |  | https://nrlc.ai |
| MACHINE_ONLY |  | +1 844-568-4624 |
| MACHINE_ONLY |  | contact@neuralcommandllc.com |
| MACHINE_ONLY |  | NRLC.ai is an applied research lab for AI efficiency. Every AI answer has three … |
| MACHINE_ONLY |  | https://nrlc.ai/ |
| MACHINE_ONLY |  | NRLC.ai |
| MACHINE_ONLY |  | NRLC.ai is an applied research lab for AI efficiency. Every AI answer has three … |
| MACHINE_ONLY |  | en |
| MACHINE_ONLY |  | Joel David Maldonado |
| MACHINE_ONLY |  | https://nrlc.ai/en-us/about/joel-maldonado/ |
| MACHINE_ONLY |  | Primary site navigation |
| MACHINE_ONLY |  | Search Architecture |
| MACHINE_ONLY |  | Search architecture |
| MACHINE_ONLY |  | AI retrieval and citation infrastructure |
| MACHINE_ONLY |  | Search architecture for complicated websites, migrations, localization, renderin… |
| MACHINE_ONLY |  | https://nrlc.ai/services/search-architecture |
| MACHINE_ONLY |  | AI Discovery Systems |
| MACHINE_ONLY |  | AI discovery systems |
| MACHINE_ONLY |  | AI retrieval and citation infrastructure |
| MACHINE_ONLY |  | Entity identity, canonical information, retrieval, citations, AI measurement, an… |
| MACHINE_ONLY |  | https://nrlc.ai/services/ai-discovery-systems |
| MACHINE_ONLY |  | Search Intelligence |
| MACHINE_ONLY |  | Search intelligence |
| MACHINE_ONLY |  | AI retrieval and citation infrastructure |
| MACHINE_ONLY |  | Research, diagnostics, measurement, experimentation, and competitive discovery. |
| MACHINE_ONLY |  | https://nrlc.ai/services/search-intelligence |
| MACHINE_ONLY |  | NRLC AI Infrastructure Terms |
| MACHINE_ONLY |  | Core terminology used by NRLC.ai to describe AI retrieval, citation, entity, sch… |
| MACHINE_ONLY |  | Citation Retrieval Infrastructure |
| MACHINE_ONLY |  | The technical and content layer between a company's web presence and AI-mediated… |
| MACHINE_ONLY |  | Entity & Source Architecture |

_Showing 40 of 66 rows needing attention._

## Fact ledger

| Subject | Predicate | Object | Source | Provenance | Cost |
| --- | --- | --- | --- | --- | --- |
| https://nrlc.ai/ | hasTitle | Neural Command (NRLC.ai) \| AI Search Optimization & GEO | visible_html | PROVENANCE_KNOWN | 0 |
| https://nrlc.ai/ | hasDescription | Get cited in ChatGPT, Google AI Overviews and Copilot. Joel Maldonado leads AI s… | meta | PROVENANCE_KNOWN | 0 |
| https://nrlc.ai/ | canonicalUrl | https://nrlc.ai/ | meta | PROVENANCE_KNOWN | 0 |
| https://nrlc.ai/ | hasHeading | We make facts easy for AI to find, cite and compute. | visible_html | PROVENANCE_KNOWN | 0 |
| https://nrlc.ai/ | ogTitle | Neural Command (NRLC.ai) \| AI Search Optimization & GEO | open_graph | PROVENANCE_KNOWN | 0 |
| What is NRLC.ai? | answer | An applied research lab for AI efficiency. Every AI answer has three costs: find… | visible_html | PROVENANCE_KNOWN | 0 |
| What is croutonization? | answer | Reducing what a model has to find, read or compute to the self-contained facts a… | visible_html | PROVENANCE_KNOWN | 0 |
| Why doesn't AI search cite my content? | answer | AI systems cite sources they can retrieve, extract and verify. Pages are more li… | visible_html | PROVENANCE_KNOWN | 0 |
| Is ranking on Google enough for ChatGPT? | answer | No. In our study of 100 ChatGPT answers, only 5.3% of inline citations were page… | visible_html | PROVENANCE_KNOWN | 0 |
| Why did my traffic drop even though rankings stayed the same? | answer | When AI answers the question on the results page, fewer people click, even at th… | visible_html | PROVENANCE_KNOWN | 0 |
| Neural Command, LLC | name | Neural Command, LLC | json_ld | PROVENANCE_KNOWN | 0 |
| Neural Command, LLC | legalName | Neural Command, LLC | json_ld | PROVENANCE_KNOWN | 0 |
| Neural Command, LLC | url | https://nrlc.ai | json_ld | PROVENANCE_KNOWN | 0 |
| Neural Command, LLC | telephone | +1 844-568-4624 | json_ld | PROVENANCE_KNOWN | 0 |
| Neural Command, LLC | email | contact@neuralcommandllc.com | json_ld | PROVENANCE_KNOWN | 0 |
| Neural Command, LLC | description | NRLC.ai is an applied research lab for AI efficiency. Every AI answer has three … | json_ld | PROVENANCE_KNOWN | 0 |
| NRLC.ai | url | https://nrlc.ai/ | json_ld | PROVENANCE_KNOWN | 0 |
| NRLC.ai | name | NRLC.ai | json_ld | PROVENANCE_KNOWN | 0 |
| NRLC.ai | description | NRLC.ai is an applied research lab for AI efficiency. Every AI answer has three … | json_ld | PROVENANCE_KNOWN | 0 |
| NRLC.ai | inLanguage | en | json_ld | PROVENANCE_KNOWN | 0 |
| Joel David Maldonado | name | Joel David Maldonado | json_ld | PROVENANCE_KNOWN | 0 |
| Joel David Maldonado | url | https://nrlc.ai/en-us/about/joel-maldonado/ | json_ld | PROVENANCE_KNOWN | 1 |
| Primary site navigation | name | Primary site navigation | json_ld | PROVENANCE_KNOWN | 0 |
| Search Architecture | name | Search Architecture | json_ld | PROVENANCE_KNOWN | 0 |
| Search Architecture | serviceType | Search architecture | json_ld | PROVENANCE_KNOWN | 0 |
| Search Architecture | category | AI retrieval and citation infrastructure | json_ld | PROVENANCE_KNOWN | 0 |
| Search Architecture | description | Search architecture for complicated websites, migrations, localization, renderin… | json_ld | PROVENANCE_KNOWN | 0 |
| Search Architecture | url | https://nrlc.ai/services/search-architecture | json_ld | PROVENANCE_KNOWN | 0 |
| AI Discovery Systems | name | AI Discovery Systems | json_ld | PROVENANCE_KNOWN | 0 |
| AI Discovery Systems | serviceType | AI discovery systems | json_ld | PROVENANCE_KNOWN | 0 |
| AI Discovery Systems | category | AI retrieval and citation infrastructure | json_ld | PROVENANCE_KNOWN | 0 |
| AI Discovery Systems | description | Entity identity, canonical information, retrieval, citations, AI measurement, an… | json_ld | PROVENANCE_KNOWN | 0 |
| AI Discovery Systems | url | https://nrlc.ai/services/ai-discovery-systems | json_ld | PROVENANCE_KNOWN | 0 |
| Search Intelligence | name | Search Intelligence | json_ld | PROVENANCE_KNOWN | 0 |
| Search Intelligence | serviceType | Search intelligence | json_ld | PROVENANCE_KNOWN | 0 |
| Search Intelligence | category | AI retrieval and citation infrastructure | json_ld | PROVENANCE_KNOWN | 0 |
| Search Intelligence | description | Research, diagnostics, measurement, experimentation, and competitive discovery. | json_ld | PROVENANCE_KNOWN | 0 |
| Search Intelligence | url | https://nrlc.ai/services/search-intelligence | json_ld | PROVENANCE_KNOWN | 0 |
| NRLC AI Infrastructure Terms | name | NRLC AI Infrastructure Terms | json_ld | PROVENANCE_KNOWN | 0 |
| NRLC AI Infrastructure Terms | description | Core terminology used by NRLC.ai to describe AI retrieval, citation, entity, sch… | json_ld | PROVENANCE_KNOWN | 0 |
| Citation Retrieval Infrastructure | name | Citation Retrieval Infrastructure | json_ld | PROVENANCE_KNOWN | 0 |
| Citation Retrieval Infrastructure | description | The technical and content layer between a company's web presence and AI-mediated… | json_ld | PROVENANCE_KNOWN | 0 |
| Entity & Source Architecture | name | Entity & Source Architecture | json_ld | PROVENANCE_KNOWN | 0 |
| Entity & Source Architecture | description | Structured data, knowledge graph alignment, and citation-ready source pages that… | json_ld | PROVENANCE_KNOWN | 0 |
| Agent-Ready Systems | name | Agent-Ready Systems | json_ld | PROVENANCE_KNOWN | 0 |
| Agent-Ready Systems | description | Machine-readable commerce, booking, service, and action paths prepared for auton… | json_ld | PROVENANCE_KNOWN | 0 |
| NRLC.ai Knowledge Base Sections | name | NRLC.ai Knowledge Base Sections | json_ld | PROVENANCE_KNOWN | 0 |
| NRLC.ai Knowledge Base Sections | description | Research sections about generative search, AI retrieval, citation failures, meas… | json_ld | PROVENANCE_KNOWN | 1 |
| Why doesn't AI search cite my content? | answer | AI systems generate answers from sources that are structured, consistent, and co… | json_ld | PROVENANCE_KNOWN | 1 |
| Why is my site indexed but not showing in AI results? | answer | Indexing and retrieval are different processes. Pages can be indexed but ignored… | json_ld | PROVENANCE_KNOWN | 0 |
| How does ChatGPT decide which brands to mention? | answer | Systems evaluate whether brand information can be confidently extracted and veri… | json_ld | PROVENANCE_KNOWN | 0 |
| Is ranking on Google enough for AI Overviews or ChatGPT? | answer | No. Rankings measure page relevance; AI systems prioritize extractability and tr… | json_ld | PROVENANCE_KNOWN | 0 |
| Why did my traffic drop even though rankings stayed the same? | answer | When generative systems answer directly, click-through can decline while ranking… | json_ld | PROVENANCE_KNOWN | 0 |
| Why doesn't AI search cite my content? | name | Why doesn't AI search cite my content? | json_ld | PROVENANCE_KNOWN | 0 |
| Why doesn't AI search cite my content? | inLanguage | en-US | json_ld | PROVENANCE_KNOWN | 0 |
| Why is my site indexed but not showing in AI results? | name | Why is my site indexed but not showing in AI results? | json_ld | PROVENANCE_KNOWN | 0 |
| Why is my site indexed but not showing in AI results? | inLanguage | en-US | json_ld | PROVENANCE_KNOWN | 0 |
| How does ChatGPT decide which brands to mention? | name | How does ChatGPT decide which brands to mention? | json_ld | PROVENANCE_KNOWN | 0 |
| How does ChatGPT decide which brands to mention? | inLanguage | en-US | json_ld | PROVENANCE_KNOWN | 0 |
| Is ranking on Google enough for AI Overviews or ChatGPT? | name | Is ranking on Google enough for AI Overviews or ChatGPT? | json_ld | PROVENANCE_KNOWN | 0 |
| Is ranking on Google enough for AI Overviews or ChatGPT? | inLanguage | en-US | json_ld | PROVENANCE_KNOWN | 0 |
| Why did my traffic drop even though rankings stayed the same? | name | Why did my traffic drop even though rankings stayed the same? | json_ld | PROVENANCE_KNOWN | 0 |
| Why did my traffic drop even though rankings stayed the same? | inLanguage | en-US | json_ld | PROVENANCE_KNOWN | 0 |
| NRLC AI Search & Visibility Taxonomy | name | NRLC AI Search & Visibility Taxonomy | json_ld | PROVENANCE_KNOWN | 0 |
| NRLC AI Search & Visibility Taxonomy | url | https://nrlc.ai/topics/ | json_ld | PROVENANCE_KNOWN | 0 |
| Neural Command (NRLC.ai) \| AI Search Optimization & GEO | url | https://nrlc.ai/ | json_ld | PROVENANCE_KNOWN | 0 |
| Neural Command (NRLC.ai) \| AI Search Optimization & GEO | name | Neural Command (NRLC.ai) \| AI Search Optimization & GEO | json_ld | PROVENANCE_KNOWN | 0 |
| Neural Command (NRLC.ai) \| AI Search Optimization & GEO | description | Get cited in ChatGPT, Google AI Overviews and Copilot. Joel Maldonado leads AI s… | json_ld | PROVENANCE_KNOWN | 0 |
| Neural Command (NRLC.ai) \| AI Search Optimization & GEO | inLanguage | en-US | json_ld | PROVENANCE_KNOWN | 0 |
| Neural Command (NRLC.ai) \| AI Search Optimization & GEO | datePublished | 2020-01-01 | json_ld | PROVENANCE_KNOWN | 0 |
| Neural Command (NRLC.ai) \| AI Search Optimization & GEO | dateModified | 2026-10-16 | json_ld | PROVENANCE_KNOWN | 0 |

## Structured data

- Block 0 (script[type="application/ld+json"]:nth-of-type(1)): parse ok; intended value survives

## Entities

- Neural Command, LLC (`https://nrlc.ai/#organization`)
- NRLC.ai (`https://nrlc.ai/#website`)
- Joel David Maldonado (`https://nrlc.ai/en-us/about/joel-maldonado/#person`)
- Primary site navigation (`https://nrlc.ai/#site-navigation`)
- BreadcrumbList (`https://nrlc.ai/#breadcrumb`)
- Search Architecture (`https://nrlc.ai/#service-search-architecture`)
- AI Discovery Systems (`https://nrlc.ai/#service-ai-discovery-systems`)
- Search Intelligence (`https://nrlc.ai/#service-search-intelligence`)
- NRLC AI Infrastructure Terms (`https://nrlc.ai/#defined-term-set`)
- Citation Retrieval Infrastructure (`https://nrlc.ai/#term-citation-retrieval-infrastructure`)
- Entity & Source Architecture (`https://nrlc.ai/#term-entity-source-architecture`)
- Agent-Ready Systems (`https://nrlc.ai/#term-agent-ready-systems`)
- NRLC.ai Knowledge Base Sections (`https://nrlc.ai/#knowledge-base-sections`)
- FAQPage (`https://nrlc.ai/#faq`)
- Why doesn't AI search cite my content? (`https://nrlc.ai#faq-why-doesnt-ai-search-cite-my-content`)
- Why is my site indexed but not showing in AI results? (`https://nrlc.ai#faq-why-is-my-site-indexed-but-not-showing-in-ai-results`)
- How does ChatGPT decide which brands to mention? (`https://nrlc.ai#faq-how-does-chatgpt-decide-which-brands-to-mention`)
- Is ranking on Google enough for AI Overviews or ChatGPT? (`https://nrlc.ai#faq-is-ranking-on-google-enough-for-ai-overviews-or-chatgpt`)
- Why did my traffic drop even though rankings stayed the same? (`https://nrlc.ai#faq-why-did-my-traffic-drop-even-though-rankings-stayed-the-same`)
- NRLC AI Search & Visibility Taxonomy (`https://nrlc.ai/topics/#termset`)
- Neural Command (NRLC.ai) | AI Search Optimization & GEO (`https://nrlc.ai/#webpage`)
- https://nrlc.ai/#Thing-21 (`https://nrlc.ai/#Thing-21`)

Relations:

- https://nrlc.ai/#organization —url→ https://nrlc.ai
- https://nrlc.ai/#organization —logo→ https://nrlc.ai/#logo
- https://nrlc.ai/#organization —sameAs→ https://www.linkedin.com/company/neural-command/
- https://nrlc.ai/#organization —sameAs→ https://www.crunchbase.com/organization/neural-command
- https://nrlc.ai/#organization —sameAs→ https://g.co/kgs/EP6p5de
- https://nrlc.ai/#organization —contactPoint→ https://nrlc.ai/en-us/book/
- https://nrlc.ai/#organization —founder→ https://nrlc.ai/en-us/about/joel-maldonado/#person
- https://nrlc.ai/#website —url→ https://nrlc.ai/
- https://nrlc.ai/#website —publisher→ https://nrlc.ai/#organization
- https://nrlc.ai/en-us/about/joel-maldonado/#person —url→ https://nrlc.ai/en-us/about/joel-maldonado/
- https://nrlc.ai/en-us/about/joel-maldonado/#person —worksFor→ https://nrlc.ai/#organization
- https://nrlc.ai/#site-navigation —isPartOf→ https://nrlc.ai/#website
- https://nrlc.ai/#site-navigation —hasPart→ https://nrlc.ai/work/
- https://nrlc.ai/#site-navigation —hasPart→ https://nrlc.ai/research/
- https://nrlc.ai/#site-navigation —hasPart→ https://nrlc.ai/methods/
- https://nrlc.ai/#site-navigation —hasPart→ https://nrlc.ai/diagnostics/
- https://nrlc.ai/#site-navigation —hasPart→ https://nrlc.ai/services/
- https://nrlc.ai/#site-navigation —hasPart→ https://nrlc.ai/people/
- https://nrlc.ai/#site-navigation —hasPart→ https://nrlc.ai/about/
- https://nrlc.ai/#site-navigation —hasPart→ https://nrlc.ai/en-us/book/
- https://nrlc.ai/#breadcrumb —itemListElement→ Home
- https://nrlc.ai/#service-search-architecture —provider→ https://nrlc.ai/#organization
- https://nrlc.ai/#service-search-architecture —url→ https://nrlc.ai/services/search-architecture
- https://nrlc.ai/#service-search-architecture —areaServed→ Global
- https://nrlc.ai/#service-ai-discovery-systems —provider→ https://nrlc.ai/#organization
- https://nrlc.ai/#service-ai-discovery-systems —url→ https://nrlc.ai/services/ai-discovery-systems
- https://nrlc.ai/#service-ai-discovery-systems —areaServed→ Global
- https://nrlc.ai/#service-search-intelligence —provider→ https://nrlc.ai/#organization
- https://nrlc.ai/#service-search-intelligence —url→ https://nrlc.ai/services/search-intelligence
- https://nrlc.ai/#service-search-intelligence —areaServed→ Global
- https://nrlc.ai/#defined-term-set —hasDefinedTerm→ https://nrlc.ai/#term-citation-retrieval-infrastructure
- https://nrlc.ai/#defined-term-set —hasDefinedTerm→ https://nrlc.ai/#term-entity-source-architecture
- https://nrlc.ai/#defined-term-set —hasDefinedTerm→ https://nrlc.ai/#term-agent-ready-systems
- https://nrlc.ai/#term-citation-retrieval-infrastructure —inDefinedTermSet→ https://nrlc.ai/#defined-term-set
- https://nrlc.ai/#term-entity-source-architecture —inDefinedTermSet→ https://nrlc.ai/#defined-term-set
- https://nrlc.ai/#term-agent-ready-systems —inDefinedTermSet→ https://nrlc.ai/#defined-term-set
- https://nrlc.ai/#knowledge-base-sections —itemListElement→ https://nrlc.ai/en-us/generative-engine-optimization/
- https://nrlc.ai/#knowledge-base-sections —itemListElement→ https://nrlc.ai/en-us/ai-search-diagnostics/
- https://nrlc.ai/#knowledge-base-sections —itemListElement→ https://nrlc.ai/en-us/ai-search-measurement/
- https://nrlc.ai/#knowledge-base-sections —itemListElement→ https://nrlc.ai/en-us/ai-search-strategy/

_Showing 40 of 70 relations._

## Indexability

- **State:** INDEXABLE

## Tickets

### P0 — CRITICAL FACT CONTRADICTION on /

why doesn't ai search cite my content?|answer: visible [AI systems cite sources they can retrieve, extract and verify. Pages are more likely to be cited when the facts are stated plainly, the entity is clear, and other sources agree. AI Search Diagnostics documents common failure patterns.] vs machine [AI systems generate answers from sources that are structured, consistent, and corroborated. Content is more likely to be cited when entity definitions are clear, segments are atomic, and machine-readable schema is present.] — all assertions preserved; truth not auto-resolved

- **Current:** visible=AI systems cite sources they can retrieve, extract and verify. Pages are more likely to be cited when the facts are stated plainly, the entity is clear, and other sources agree. AI Search Diagnostics documents common failure patterns.; machine=AI systems generate answers from sources that are structured, consistent, and corroborated. Content is more likely to be cited when entity definitions are clear, segments are atomic, and machine-readable schema is present.
- **Expected:** Matching representations or explicit provenance-ranked resolution
- **Acceptance:** ingest audit https://nrlc.ai/ — check PARITY-CONTRADICTION must not FAIL

### P0 — CRITICAL FACT CONTRADICTION on /

why did my traffic drop even though rankings stayed the same?|answer: visible [When AI answers the question on the results page, fewer people click, even at the same rank. AI Search Measurement explains what can and cannot be measured.] vs machine [When generative systems answer directly, click-through can decline while rankings remain stable.] — all assertions preserved; truth not auto-resolved

- **Current:** visible=When AI answers the question on the results page, fewer people click, even at the same rank. AI Search Measurement explains what can and cannot be measured.; machine=When generative systems answer directly, click-through can decline while rankings remain stable.
- **Expected:** Matching representations or explicit provenance-ranked resolution
- **Acceptance:** ingest audit https://nrlc.ai/ — check PARITY-CONTRADICTION must not FAIL

### P0 — SALIENCE_CONFLICT on /

Title "Neural Command (NRLC.ai) | AI Search Optimization & GEO" vs H1 "We make facts easy for AI to find, cite and compute." vs body "Services Research About Book Consultation We make facts easy for AI to find, cit" (has schema)

- **Current:** Services Research About Book Consultation We make facts easy for AI to find, cite and compute. An applied research lab for AI efficiency. We study how AI systems find, read and compute answers, publis
- **Expected:** Machine-readable, consistent, first-HTML representation of the fact
- **Acceptance:** ingest audit https://nrlc.ai/ — check SALIENCE-CONFLICT must not FAIL

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