# INGEST report — nrlc.ai
> Machine comprehension measurement. Not an SEO score. UNKNOWN stays UNKNOWN.
- **URL:** https://nrlc.ai/
- **Report ID:** `15e859bd-16cb-4c0b-b579-8217461b1a18`
- **Tested:** 2026-11-08T08:12:22.808Z
- **Duration:** 2.9s
- **Contract:** 1.0.0
- **Coverage:** 13/13 measured
- **Composite:** 90 / 100
- **Critical:** 1 · **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 | 100 (6/51 groups compared) |
| Fact recovery cost | 100 |
| Entity coherence | 100 |
| Provenance | 100 |
| Freshness | 20 |
| Salience | 55 |
| Indexability | 100 |
| Discovery | 100 |
| AI readiness | 100 |
| Search interpretation (v2) | — |
| Machine ingestion (composite) | 90 |
## Critical findings

### 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: 6
- Contradictory: 0
- Ambiguous: 0
- Stale: 0
- Human-only: 0
- Machine-only: 45

_Fact parity scores agreement across the 6 of 51 fact groups asserted in both layers. The other 45 are one-sided — a coverage gap, not a disagreement, and they do not move the score._

| Status | Visible | Machine |
| --- | --- | --- |
| 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 |  | Agent C |
| MACHINE_ONLY |  | https://agentc.croutons.ai/ |
| MACHINE_ONLY |  | BusinessApplication |
| MACHINE_ONLY |  | Tracks whether AI assistants mention and cite your brand, and what to fix when t… |
| MACHINE_ONLY |  | Croutons |
| MACHINE_ONLY |  | https://croutons.ai/ |
| MACHINE_ONLY |  | DeveloperApplication |
| MACHINE_ONLY |  | Breaks documents into self-contained facts and diagnoses token and GPU spend. |
| MACHINE_ONLY |  | INGEST |
| MACHINE_ONLY |  | https://ingest.nrlc.ai/ |
| MACHINE_ONLY |  | BusinessApplication |
| MACHINE_ONLY |  | Publishes a site’s facts in formats AI systems can read and verify, and audits w… |
| MACHINE_ONLY |  | NRLC.ai Knowledge Base Sections |
| MACHINE_ONLY |  | Research sections about generative search, AI retrieval, citation failures, meas… |
| MACHINE_ONLY |  | What is NRLC.ai? |
| MACHINE_ONLY |  | en-US |
| MACHINE_ONLY |  | What is croutonization? |
| MACHINE_ONLY |  | en-US |
| MACHINE_ONLY |  | Why doesn't AI search cite my content? |
| MACHINE_ONLY |  | en-US |
| MACHINE_ONLY |  | Is ranking on Google enough for ChatGPT? |
| MACHINE_ONLY |  | en-US |
| MACHINE_ONLY |  | Why did my traffic drop even though rankings stayed the same? |
| MACHINE_ONLY |  | en-US |
| MACHINE_ONLY |  | https://nrlc.ai/ |

_Showing 40 of 45 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 |
| Agent C | name | Agent C | json_ld | PROVENANCE_KNOWN | 0 |
| Agent C | url | https://agentc.croutons.ai/ | json_ld | PROVENANCE_KNOWN | 0 |
| Agent C | applicationCategory | BusinessApplication | json_ld | PROVENANCE_KNOWN | 0 |
| Agent C | description | Tracks whether AI assistants mention and cite your brand, and what to fix when t… | json_ld | PROVENANCE_KNOWN | 0 |
| Croutons | name | Croutons | json_ld | PROVENANCE_KNOWN | 0 |
| Croutons | url | https://croutons.ai/ | json_ld | PROVENANCE_KNOWN | 0 |
| Croutons | applicationCategory | DeveloperApplication | json_ld | PROVENANCE_KNOWN | 0 |
| Croutons | description | Breaks documents into self-contained facts and diagnoses token and GPU spend. | json_ld | PROVENANCE_KNOWN | 0 |
| INGEST | name | INGEST | json_ld | PROVENANCE_KNOWN | 0 |
| INGEST | url | https://ingest.nrlc.ai/ | json_ld | PROVENANCE_KNOWN | 0 |
| INGEST | applicationCategory | BusinessApplication | json_ld | PROVENANCE_KNOWN | 0 |
| INGEST | description | Publishes a site’s facts in formats AI systems can read and verify, and audits w… | 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 |
| What is NRLC.ai? | answer | An applied research lab for AI efficiency. Every AI answer has three costs: find… | json_ld | PROVENANCE_KNOWN | 0 |
| What is croutonization? | answer | Reducing what a model has to find, read or compute to the self-contained facts a… | json_ld | 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… | json_ld | 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… | json_ld | 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… | json_ld | PROVENANCE_KNOWN | 0 |
| What is NRLC.ai? | name | What is NRLC.ai? | json_ld | PROVENANCE_KNOWN | 0 |
| What is NRLC.ai? | inLanguage | en-US | json_ld | PROVENANCE_KNOWN | 0 |
| What is croutonization? | name | What is croutonization? | json_ld | PROVENANCE_KNOWN | 0 |
| What is croutonization? | inLanguage | en-US | 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 |
| Is ranking on Google enough for ChatGPT? | name | Is ranking on Google enough for ChatGPT? | json_ld | PROVENANCE_KNOWN | 0 |
| Is ranking on Google enough for 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 |
| 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 | 2026-11-08 | 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`)
- Agent C (`https://nrlc.ai/#product-agent-c`)
- Croutons (`https://nrlc.ai/#product-croutons`)
- INGEST (`https://nrlc.ai/#product-ingest`)
- NRLC.ai Knowledge Base Sections (`https://nrlc.ai/#knowledge-base-sections`)
- FAQPage (`https://nrlc.ai/#faq`)
- What is NRLC.ai? (`https://nrlc.ai#faq-what-is-nrlcai`)
- What is croutonization? (`https://nrlc.ai#faq-what-is-croutonization`)
- Why doesn't AI search cite my content? (`https://nrlc.ai#faq-why-doesnt-ai-search-cite-my-content`)
- Is ranking on Google enough for ChatGPT? (`https://nrlc.ai#faq-is-ranking-on-google-enough-for-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`)
- Neural Command (NRLC.ai) | AI Search Optimization & GEO (`https://nrlc.ai/#webpage`)
- https://nrlc.ai/#Thing-16 (`https://nrlc.ai/#Thing-16`)

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/#product-agent-c —url→ https://agentc.croutons.ai/
- https://nrlc.ai/#product-agent-c —creator→ https://nrlc.ai/#organization
- https://nrlc.ai/#product-croutons —url→ https://croutons.ai/
- https://nrlc.ai/#product-croutons —creator→ https://nrlc.ai/#organization
- https://nrlc.ai/#product-ingest —url→ https://ingest.nrlc.ai/
- https://nrlc.ai/#product-ingest —creator→ https://nrlc.ai/#organization
- https://nrlc.ai/#knowledge-base-sections —isPartOf→ https://nrlc.ai/#webpage
- 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/
- https://nrlc.ai/#knowledge-base-sections —itemListElement→ https://nrlc.ai/en-us/ai-search-risk/
- https://nrlc.ai/#knowledge-base-sections —itemListElement→ https://nrlc.ai/en-us/ai-search-tools-reality/
- https://nrlc.ai/#knowledge-base-sections —itemListElement→ https://nrlc.ai/en-us/field-notes/
- https://nrlc.ai/#knowledge-base-sections —itemListElement→ https://nrlc.ai/en-us/glossary/
- https://nrlc.ai/#faq —mainEntity→ https://nrlc.ai#faq-what-is-nrlcai
- https://nrlc.ai/#faq —mainEntity→ https://nrlc.ai#faq-what-is-croutonization
- https://nrlc.ai/#faq —mainEntity→ https://nrlc.ai#faq-why-doesnt-ai-search-cite-my-content
- https://nrlc.ai/#faq —mainEntity→ https://nrlc.ai#faq-is-ranking-on-google-enough-for-chatgpt

_Showing 40 of 55 relations._

## Indexability

- **State:** INDEXABLE

## Tickets

### 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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