{
    "schemaVersion": "1.0.0",
    "@context": "https://schema.org",
    "@type": "WebPage",
    "@id": "https://nrlc.ai/en-us/promptware/llm-data-to-citation/#webpage",
    "url": "https://nrlc.ai/en-us/promptware/llm-data-to-citation/",
    "name": "LLM Data-to-Citation Guide — How Schema & NDJSON Earn Citations",
    "description": "A practical playbook for turning your site's schema and NDJSON into citations inside LLM answers and AI Overviews.",
    "inLanguage": "en-US",
    "content": {
        "format": "text/markdown",
        "wordCount": 1305,
        "headings": [
            {
                "level": 1,
                "text": "LLM Data-to-Citation Guide"
            },
            {
                "level": 2,
                "text": "Why citations happen"
            },
            {
                "level": 2,
                "text": "Publish token-lean facts via NDJSON"
            },
            {
                "level": 2,
                "text": "Minimum viable schema for citations"
            },
            {
                "level": 2,
                "text": "RAG preferences you can influence"
            },
            {
                "level": 2,
                "text": "FAQ"
            }
        ],
        "markdown": "---\ntitle: LLM Data-to-Citation Guide — How Schema & NDJSON Earn Citations\ndescription: A practical playbook for turning your site's schema and NDJSON into citations inside LLM answers and AI Overviews.\norganization: Neural Command LLC\ncanonical: https://nrlc.ai/en-us/promptware/llm-data-to-citation/\n---\n\n← Back to Promptware\n\nHow to turn schema and NDJSON into citations in LLM answers and AI Overviews.\n\nLLMs cite when a retrieval step fetches a verifiable passage tied to a stable URL. JSON-LD on page and an AI manifest (/sitemaps/sitemap-ai.ndjson) make that mapping explicit and cheap.\n\nExpose compact JSON-LD objects (one per line) summarizing key pages/entities. Link it from robots.txt with an AI-Manifest line.\n\n`{\"@context\":\"https://schema.org\",\"@type\":\"WebPage\",\"url\":\"https://nrlc.ai/\",\"name\":\"NRLC.ai — Home\",\"inLanguage\":\"en\",\"dateModified\":\"2026-10-15\"}\n{\"@context\":\"https://schema.org\",\"@type\":\"TechArticle\",\"url\":\"https://nrlc.ai/promptware/llm-data-to-citation/\",\"name\":\"LLM Data-to-Citation Guide\",\"inLanguage\":\"en\",\"dateModified\":\"2026-10-15\",\"keywords\":[\"NDJSON\",\"schema\",\"RAG\",\"citations\"]}`Stream test:\n\n`curl -s https://nrlc.ai/api/stream?limit=3 | jq .`- @type (e.g., TechArticle), name, url, dateModified\n- @id (use your canonical URL with a fragment if needed)\n- isPartOf and BreadcrumbList for site context\n- Optional Dataset node if you publish sitemap-ai.ndjson as a downloadable asset\n- Serve fast NDJSON with Content-Type: application/x-ndjson and long-lived cache for static files.\n- Keep page prose concise; move machine details to JSON-LD to reduce tokens.\n- Link your canonical \"reference pages\" from relevant sections to increase retrieval odds.\nSee also: JSON Stream + SEO AI\n\nDoes Google still render HowTo/FAQ rich results?\n\nEligibility is limited, but the markup still improves machine understanding and RAG mapping. Keep it.\n\nWhere do I declare the AI manifest?\n\nAdd an AI-Manifest: line in /public/robots.txt pointing to /sitemaps/sitemap-ai.ndjson.\n\n\n\n---\n\nSource: https://nrlc.ai/en-us/promptware/llm-data-to-citation/\nPublisher: Neural Command LLC\nLicense: Editorial use with attribution\n"
    },
    "structuredData": [
        {
            "@context": "https://schema.org",
            "@graph": [
                {
                    "@type": "Organization",
                    "@id": "https://nrlc.ai/#organization",
                    "name": "Neural Command, LLC",
                    "legalName": "Neural Command, LLC",
                    "alternateName": [
                        "NRLC.ai",
                        "Neural Command"
                    ],
                    "url": "https://nrlc.ai",
                    "telephone": "+1 844-568-4624",
                    "address": {
                        "@type": "PostalAddress",
                        "streetAddress": "1639 11th St suite 110-a",
                        "addressLocality": "Santa Monica",
                        "addressRegion": "CA",
                        "postalCode": "90404",
                        "addressCountry": "US"
                    },
                    "logo": {
                        "@type": "ImageObject",
                        "url": "https://nrlc.ai/assets/images/nrlc-logo.png",
                        "width": 43,
                        "height": 43
                    },
                    "sameAs": [
                        "https://www.linkedin.com/company/neural-command/",
                        "https://www.crunchbase.com/organization/neural-command",
                        "https://g.co/kgs/EP6p5de"
                    ],
                    "description": "NRLC.ai designs semantic and knowledge architecture so organizations can be identified, related, evidenced, represented, and retrieved as reliable context for search engines, LLMs, agents, and other machine systems. Neural Command, LLC (NRLC.ai) structures identity, relationships, evidence, provenance, and machine-readable representations — Search Architecture, AI Discovery Systems, and Search Intelligence. SEO, GEO, and AI visibility remain capability modules, not the company definition."
                },
                {
                    "@type": "WebSite",
                    "@id": "https://nrlc.ai/en-us/#website",
                    "url": "https://nrlc.ai/en-us/",
                    "name": "NRLC.ai",
                    "alternateName": [
                        "Neural Command, LLC",
                        "Neural Command"
                    ],
                    "description": "NRLC.ai designs semantic and knowledge architecture so organizations can be identified, related, evidenced, represented, and retrieved as reliable context for search engines, LLMs, agents, and other machine systems. Neural Command, LLC (NRLC.ai) structures identity, relationships, evidence, provenance, and machine-readable representations — Search Architecture, AI Discovery Systems, and Search Intelligence. SEO, GEO, and AI visibility remain capability modules, not the company definition.",
                    "inLanguage": "en-US",
                    "publisher": {
                        "@type": "Organization",
                        "@id": "https://nrlc.ai/#organization"
                    }
                },
                {
                    "@type": "BreadcrumbList",
                    "@id": "https://nrlc.ai/promptware/llm-data-to-citation/#breadcrumb",
                    "itemListElement": [
                        {
                            "@type": "ListItem",
                            "position": 1,
                            "name": "Home",
                            "item": "https://nrlc.ai/"
                        },
                        {
                            "@type": "ListItem",
                            "position": 2,
                            "name": "Promptware",
                            "item": "https://nrlc.ai/promptware/"
                        },
                        {
                            "@type": "ListItem",
                            "position": 3,
                            "name": "LLM Data-to-Citation Guide",
                            "item": "https://nrlc.ai/promptware/llm-data-to-citation/"
                        }
                    ]
                },
                {
                    "@type": "TechArticle",
                    "@id": "https://nrlc.ai/promptware/llm-data-to-citation/#article",
                    "headline": "LLM Data-to-Citation Guide — How Schema & NDJSON Earn Citations",
                    "name": "LLM Data-to-Citation Guide",
                    "description": "A practical playbook for turning your site's schema and NDJSON into citations inside LLM answers and AI Overviews.",
                    "url": "https://nrlc.ai/promptware/llm-data-to-citation/",
                    "author": {
                        "@type": "Organization",
                        "@id": "https://nrlc.ai/#organization",
                        "name": "Neural Command LLC"
                    },
                    "publisher": {
                        "@type": "Organization",
                        "@id": "https://nrlc.ai/#organization",
                        "name": "Neural Command LLC",
                        "logo": {
                            "@type": "ImageObject",
                            "@id": "https://nrlc.ai/#logo",
                            "url": "https://nrlc.ai/assets/images/nrlc-logo.png"
                        }
                    },
                    "datePublished": "2025-01-01",
                    "dateModified": "2026-10-15",
                    "mainEntityOfPage": {
                        "@id": "https://nrlc.ai/promptware/llm-data-to-citation/#webpage"
                    },
                    "about": [
                        "NDJSON",
                        "schema",
                        "RAG",
                        "citations"
                    ],
                    "keywords": [
                        "NDJSON",
                        "schema",
                        "RAG",
                        "citations",
                        "LLM",
                        "AI Overviews"
                    ]
                },
                {
                    "@type": "FAQPage",
                    "@id": "https://nrlc.ai/promptware/llm-data-to-citation/#faq",
                    "mainEntity": [
                        {
                            "@type": "Question",
                            "name": "Does Google still render HowTo/FAQ rich results?",
                            "acceptedAnswer": {
                                "@type": "Answer",
                                "text": "Eligibility is limited, but the markup still improves machine understanding and RAG mapping. Keep it."
                            }
                        },
                        {
                            "@type": "Question",
                            "name": "Where do I declare the AI manifest?",
                            "acceptedAnswer": {
                                "@type": "Answer",
                                "text": "Add an AI-Manifest line in /public/robots.txt pointing to /sitemaps/sitemap-ai.ndjson."
                            }
                        }
                    ],
                    "isPartOf": {
                        "@type": "WebSite",
                        "@id": "https://nrlc.ai/en-us/#website"
                    },
                    "publisher": {
                        "@type": "Organization",
                        "@id": "https://nrlc.ai/#organization"
                    }
                },
                {
                    "@type": "WebPage",
                    "@id": "https://nrlc.ai/promptware/llm-data-to-citation/#webpage",
                    "url": "https://nrlc.ai/promptware/llm-data-to-citation/",
                    "name": "LLM Data-to-Citation Guide — How Schema & NDJSON Earn Citations",
                    "description": "A practical playbook for turning your site's schema and NDJSON into citations inside LLM answers and AI Overviews.",
                    "inLanguage": "en-US",
                    "isPartOf": {
                        "@id": "https://nrlc.ai/#website"
                    },
                    "breadcrumb": {
                        "@id": "https://nrlc.ai/promptware/llm-data-to-citation/#breadcrumb"
                    },
                    "publisher": {
                        "@type": "Organization",
                        "@id": "https://nrlc.ai/#organization"
                    },
                    "mainEntity": {
                        "@id": "https://nrlc.ai/promptware/llm-data-to-citation/#article"
                    }
                },
                {
                    "@type": "WebPage",
                    "@id": "https://nrlc.ai/en-us/promptware/llm-data-to-citation/#webpage",
                    "url": "https://nrlc.ai/en-us/promptware/llm-data-to-citation/",
                    "name": "LLM Data-to-Citation Guide — How Schema & NDJSON Earn Citations",
                    "isPartOf": {
                        "@type": "WebSite",
                        "@id": "https://nrlc.ai/en-us/#website"
                    },
                    "publisher": {
                        "@type": "Organization",
                        "@id": "https://nrlc.ai/#organization"
                    },
                    "description": "A practical playbook for turning your site's schema and NDJSON into citations inside LLM answers and AI Overviews."
                }
            ]
        }
    ],
    "internalLinks": [
        {
            "url": "https://nrlc.ai/promptware/",
            "label": "← Back to Promptware"
        },
        {
            "url": "https://nrlc.ai/promptware/json-stream-seo-ai/",
            "label": "JSON Stream + SEO AI"
        }
    ],
    "representations": {
        "html": "https://nrlc.ai/en-us/promptware/llm-data-to-citation/",
        "markdown": "https://nrlc.ai/en-us/promptware/llm-data-to-citation.md",
        "json": "https://nrlc.ai/en-us/promptware/llm-data-to-citation.json"
    },
    "publisher": {
        "@id": "https://nrlc.ai/#organization",
        "name": "Neural Command, LLC"
    }
}