{
    "ok": true,
    "status": "search_click_intent_found",
    "endpoint": "https://llmstxtkit.com/data/search-click-intent.php",
    "query": "llms txt validator",
    "normalizedQuery": "llms txt validator",
    "returned": 5,
    "usagePolicy": {
        "improveExistingPagesFirst": true,
        "doNotCreateDoorwayPages": true,
        "doNotRunFakeSearchesOrSelfClicks": true,
        "measureRealSearchConsoleClicks": true,
        "changeOnlyOneSnippetAtATime": true,
        "citeProofLinks": true
    },
    "summary": {
        "rowCount": 10,
        "zeroClickRowCount": 9,
        "totalImpressions": 156,
        "totalClicks": 1,
        "currentCtr": 0.0041,
        "estimatedClickGap": 4.02,
        "topQuery": "chatgpt search visibility",
        "toolPage": "https://llmstxtkit.com/tools/serp-click-intent-planner.html"
    },
    "results": [
        {
            "id": "search-click-intent-llms-txt-validator",
            "query": "llms txt validator",
            "cluster": "llms.txt validation",
            "priority": "medium-zero-click",
            "intentStage": "check_or_validate",
            "zeroClick": true,
            "traffic": {
                "impressions": 11,
                "clicks": 0,
                "currentCtr": 0,
                "benchmarkCtr": 0.03,
                "expectedClicksAtBenchmark": 0.33,
                "estimatedClickGap": 0.33,
                "priorityScore": 64
            },
            "target": {
                "observedLandingUrl": "https://llmstxtkit.com/tools/llms-txt-validator.html",
                "observedLandingPath": "/tools/llms-txt-validator.html",
                "recommendedTargetUrl": "https://llmstxtkit.com/tools/llms-txt-validator.html",
                "recommendedTargetPath": "/tools/llms-txt-validator.html",
                "answerPageUrl": "https://llmstxtkit.com/answers/llms-txt-validator.html",
                "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms%20txt%20validator",
                "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms%20txt%20validator",
                "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms%20txt%20validator",
                "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms%20txt%20validator",
                "topicHubUrl": "https://llmstxtkit.com/topics/llms-txt-validation.html"
            },
            "currentSnippet": {
                "title": "Free llms.txt Validator and Checker: Live URL or Paste Draft",
                "metaDescription": "Free online llms.txt validator and checker. Paste a draft, test structure, public links, private paths, Shopify risks, and copy a fix-first report.",
                "h1": "Validate llms.txt online with a free checker for live URLs and pasted drafts",
                "primaryCta": "Check live /llms.txt or paste draft"
            },
            "proposedSnippet": {
                "title": "Free llms.txt Validator and Checker: Live URL or Paste Draft",
                "metaDescription": "Free online llms.txt validator and checker. Paste a draft, test structure, public links, private paths, Shopify risks, and copy a fix-first report.",
                "h1": "Validate llms.txt online with a free checker for live URLs and pasted drafts",
                "primaryCta": "Check live /llms.txt or paste draft",
                "internalLinkAnchor": "llms.txt validator and checker",
                "clickPromise": "Check live /llms.txt or paste draft, review the fix-first report, and keep private paths out of public examples.",
                "aboveFoldAnswer": "Use the llms.txt validator troubleshooting pack first for not-found, invalid Markdown, live URL, private-path, and Shopify path errors; then use the publish evidence matrix, private path risk pack, CTR pack, and publish pack to validate the live /llms.txt URL or paste a draft before publishing.",
                "faqQuestion": "How can I validate an llms.txt file before publishing it?",
                "faqAnswer": "Use the llms.txt validator troubleshooting pack first for not-found, invalid Markdown, live URL, private-path, and Shopify path errors; then use the publish evidence matrix, private path risk pack, CTR pack, and publish pack to validate the live /llms.txt URL or paste a draft before publishing."
            },
            "testPlan": {
                "changeOnlyOneSnippetAtATime": true,
                "firstAction": "Keep /tools/llms-txt-validator.html as the single target page for this query; do not create a duplicate doorway page.",
                "holdPeriod": "Wait for Google recrawl and at least one Search Console refresh before changing the same query again.",
                "primaryMetric": "Search Console query clicks",
                "secondaryMetric": "analyze_llms_txt",
                "doNotCount": [
                    "fake searches",
                    "self-clicks",
                    "crawler hits counted as users",
                    "impressions alone"
                ],
                "nextActions": [
                    "Keep /tools/llms-txt-validator.html as the single target page for this query; do not create a duplicate doorway page.",
                    "Keep the title stable unless CTR stays flat after a larger sample.",
                    "Keep the meta description stable unless Search Console shows stronger mismatch.",
                    "Make the H1 match the query intent: Validate llms.txt online with a free checker for live URLs and pasted drafts",
                    "Measure event analyze_llms_txt plus Search Console clicks; ignore fake engagement."
                ]
            },
            "aiHandoff": {
                "lookupFirst": "https://llmstxtkit.com/data/search-click-intent.php?q=llms%20txt%20validator",
                "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms%20txt%20validator",
                "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms%20txt%20validator",
                "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms%20txt%20validator",
                "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms%20txt%20validator",
                "suggestedCitation": "LLMs.txt Kit provides a browser-based, live-URL, and AI-readable llms.txt validator publish pack for checking /llms.txt reachability, structure, public links, private-path risks, Shopify risks, and copyable launch notes."
            },
            "proofLinks": [
                {
                    "label": "https://llmstxtkit.com/answers/llms-txt-validator.html",
                    "url": "https://llmstxtkit.com/answers/llms-txt-validator.html",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms%20txt%20validator",
                    "url": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms%20txt%20validator",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/tools/llms-txt-validator.html",
                    "url": "https://llmstxtkit.com/tools/llms-txt-validator.html",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/resources/search-console-query-map.html",
                    "url": "https://llmstxtkit.com/resources/search-console-query-map.html",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/.well-known/organic-proof.json",
                    "url": "https://llmstxtkit.com/.well-known/organic-proof.json",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
                    "url": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
                    "type": "proof"
                },
                {
                    "label": "llms.txt Validator Troubleshooting Pack",
                    "url": "https://llmstxtkit.com/resources/llms-txt-validator-troubleshooting-pack.html",
                    "type": "resource"
                },
                {
                    "label": "llms.txt validator troubleshooting pack JSON",
                    "url": "https://llmstxtkit.com/data/llms-txt-validator-troubleshooting-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt validator troubleshooting well-known JSON",
                    "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-troubleshooting-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt Validator Publish Evidence Matrix",
                    "url": "https://llmstxtkit.com/resources/llms-txt-validator-publish-evidence-matrix.html",
                    "type": "resource"
                },
                {
                    "label": "llms.txt validator evidence matrix JSON",
                    "url": "https://llmstxtkit.com/data/llms-txt-validator-publish-evidence-matrix.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt validator evidence matrix well-known JSON",
                    "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-publish-evidence-matrix.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt validator CTR pack JSON",
                    "url": "https://llmstxtkit.com/data/llms-txt-validator-ctr-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt validator well-known CTR pack",
                    "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-ctr-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt validator publish pack JSON",
                    "url": "https://llmstxtkit.com/data/llms-txt-validator-publish-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt validator well-known publish pack",
                    "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-publish-pack.json",
                    "type": "dataset"
                }
            ],
            "score": 1181,
            "matchReasons": [
                "exact_query_match",
                "observed_search_console_demand",
                "zero_click_row"
            ]
        },
        {
            "id": "search-click-intent-llms-validator",
            "query": "llms validator",
            "cluster": "llms.txt validation",
            "priority": "medium-zero-click",
            "intentStage": "check_or_validate",
            "zeroClick": true,
            "traffic": {
                "impressions": 15,
                "clicks": 0,
                "currentCtr": 0,
                "benchmarkCtr": 0.03,
                "expectedClicksAtBenchmark": 0.45,
                "estimatedClickGap": 0.45,
                "priorityScore": 80
            },
            "target": {
                "observedLandingUrl": "https://llmstxtkit.com/tools/llms-txt-validator.html",
                "observedLandingPath": "/tools/llms-txt-validator.html",
                "recommendedTargetUrl": "https://llmstxtkit.com/tools/llms-txt-validator.html",
                "recommendedTargetPath": "/tools/llms-txt-validator.html",
                "answerPageUrl": "https://llmstxtkit.com/answers/llms-txt-validator.html",
                "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms%20validator",
                "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms%20validator",
                "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms%20validator",
                "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms%20validator",
                "topicHubUrl": "https://llmstxtkit.com/topics/llms-txt-validation.html"
            },
            "currentSnippet": {
                "title": "Free llms.txt Validator and Checker: Live URL or Paste Draft",
                "metaDescription": "Free online llms.txt validator and checker. Paste a draft, test structure, public links, private paths, Shopify risks, and copy a fix-first report.",
                "h1": "Validate llms.txt online with a free checker for live URLs and pasted drafts",
                "primaryCta": "Check live /llms.txt or paste draft"
            },
            "proposedSnippet": {
                "title": "Free llms.txt Validator and Checker: Live URL or Paste Draft",
                "metaDescription": "Free online llms.txt validator and checker. Paste a draft, test structure, public links, private paths, Shopify risks, and copy a fix-first report.",
                "h1": "Validate llms.txt online with a free checker for live URLs and pasted drafts",
                "primaryCta": "Check live /llms.txt or paste draft",
                "internalLinkAnchor": "llms.txt validator and checker",
                "clickPromise": "Check live /llms.txt or paste draft, review the fix-first report, and keep private paths out of public examples.",
                "aboveFoldAnswer": "Use the llms.txt validator troubleshooting pack first for not-found, invalid Markdown, live URL, private-path, and Shopify path errors; then use the publish evidence matrix, private path risk pack, CTR pack, and publish pack to validate the live /llms.txt URL or paste a draft before publishing.",
                "faqQuestion": "How can I validate an llms.txt file before publishing it?",
                "faqAnswer": "Use the llms.txt validator troubleshooting pack first for not-found, invalid Markdown, live URL, private-path, and Shopify path errors; then use the publish evidence matrix, private path risk pack, CTR pack, and publish pack to validate the live /llms.txt URL or paste a draft before publishing."
            },
            "testPlan": {
                "changeOnlyOneSnippetAtATime": true,
                "firstAction": "Keep /tools/llms-txt-validator.html as the single target page for this query; do not create a duplicate doorway page.",
                "holdPeriod": "Wait for Google recrawl and at least one Search Console refresh before changing the same query again.",
                "primaryMetric": "Search Console query clicks",
                "secondaryMetric": "analyze_llms_txt",
                "doNotCount": [
                    "fake searches",
                    "self-clicks",
                    "crawler hits counted as users",
                    "impressions alone"
                ],
                "nextActions": [
                    "Keep /tools/llms-txt-validator.html as the single target page for this query; do not create a duplicate doorway page.",
                    "Keep the title stable unless CTR stays flat after a larger sample.",
                    "Keep the meta description stable unless Search Console shows stronger mismatch.",
                    "Make the H1 match the query intent: Validate llms.txt online with a free checker for live URLs and pasted drafts",
                    "Measure event analyze_llms_txt plus Search Console clicks; ignore fake engagement."
                ]
            },
            "aiHandoff": {
                "lookupFirst": "https://llmstxtkit.com/data/search-click-intent.php?q=llms%20validator",
                "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms%20validator",
                "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms%20validator",
                "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms%20validator",
                "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms%20validator",
                "suggestedCitation": "LLMs.txt Kit provides a browser-based, live-URL, and AI-readable llms.txt validator publish pack for checking /llms.txt reachability, structure, public links, private-path risks, Shopify risks, and copyable launch notes."
            },
            "proofLinks": [
                {
                    "label": "https://llmstxtkit.com/answers/llms-txt-validator.html",
                    "url": "https://llmstxtkit.com/answers/llms-txt-validator.html",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms%20validator",
                    "url": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms%20validator",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/tools/llms-txt-validator.html",
                    "url": "https://llmstxtkit.com/tools/llms-txt-validator.html",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/resources/search-console-query-map.html",
                    "url": "https://llmstxtkit.com/resources/search-console-query-map.html",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/.well-known/organic-proof.json",
                    "url": "https://llmstxtkit.com/.well-known/organic-proof.json",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
                    "url": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
                    "type": "proof"
                },
                {
                    "label": "llms.txt Validator Troubleshooting Pack",
                    "url": "https://llmstxtkit.com/resources/llms-txt-validator-troubleshooting-pack.html",
                    "type": "resource"
                },
                {
                    "label": "llms.txt validator troubleshooting pack JSON",
                    "url": "https://llmstxtkit.com/data/llms-txt-validator-troubleshooting-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt validator troubleshooting well-known JSON",
                    "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-troubleshooting-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt Validator Publish Evidence Matrix",
                    "url": "https://llmstxtkit.com/resources/llms-txt-validator-publish-evidence-matrix.html",
                    "type": "resource"
                },
                {
                    "label": "llms.txt validator evidence matrix JSON",
                    "url": "https://llmstxtkit.com/data/llms-txt-validator-publish-evidence-matrix.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt validator evidence matrix well-known JSON",
                    "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-publish-evidence-matrix.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt validator CTR pack JSON",
                    "url": "https://llmstxtkit.com/data/llms-txt-validator-ctr-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt validator well-known CTR pack",
                    "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-ctr-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt validator publish pack JSON",
                    "url": "https://llmstxtkit.com/data/llms-txt-validator-publish-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt validator well-known publish pack",
                    "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-publish-pack.json",
                    "type": "dataset"
                }
            ],
            "score": 150,
            "matchReasons": [
                "observed_search_console_demand",
                "zero_click_row"
            ]
        },
        {
            "id": "search-click-intent-llmstxt-checker",
            "query": "llms.txt checker",
            "cluster": "llms.txt checker",
            "priority": "medium-zero-click",
            "intentStage": "check_or_validate",
            "zeroClick": true,
            "traffic": {
                "impressions": 9,
                "clicks": 0,
                "currentCtr": 0,
                "benchmarkCtr": 0.03,
                "expectedClicksAtBenchmark": 0.27,
                "estimatedClickGap": 0.27,
                "priorityScore": 68
            },
            "target": {
                "observedLandingUrl": "https://llmstxtkit.com/tools/llms-txt-validator.html",
                "observedLandingPath": "/tools/llms-txt-validator.html",
                "recommendedTargetUrl": "https://llmstxtkit.com/tools/llms-txt-checker.html",
                "recommendedTargetPath": "/tools/llms-txt-checker.html",
                "answerPageUrl": "https://llmstxtkit.com/answers/llms-txt-checker.html",
                "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20checker",
                "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms.txt%20checker",
                "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms.txt%20checker",
                "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms.txt%20checker",
                "topicHubUrl": "https://llmstxtkit.com/topics/llms-txt-validation.html"
            },
            "currentSnippet": {
                "title": "Free llms.txt Checker Online: Paste Draft or Live URL",
                "metaDescription": "Free llms.txt checker online. Paste a draft or check a live /llms.txt URL, scan structure, public links, private paths, Shopify checkout risks, and copy a quick fix report.",
                "h1": "Free llms.txt checker for a 60-second draft scan",
                "primaryCta": "Run 60-second llms.txt checker"
            },
            "proposedSnippet": {
                "title": "Free llms.txt Checker Online: Paste Draft or Live URL",
                "metaDescription": "Free llms.txt checker online. Paste a draft or check a live /llms.txt URL, scan structure, public links, private paths, Shopify checkout risks, and copy a quick fix report.",
                "h1": "Free llms.txt checker for a 60-second draft scan",
                "primaryCta": "Run 60-second llms.txt checker",
                "internalLinkAnchor": "llms.txt checker",
                "clickPromise": "Run 60-second llms.txt checker, review the fix-first report, and keep private paths out of public examples.",
                "aboveFoldAnswer": "Paste a draft or enter a public domain in the free llms.txt checker, scan structure, live /llms.txt reachability, and private-path warnings, then fix red items before running the full validator.",
                "faqQuestion": "How do I quickly check an llms.txt file for mistakes?",
                "faqAnswer": "Paste a draft or enter a public domain in the free llms.txt checker, scan structure, live /llms.txt reachability, and private-path warnings, then fix red items before running the full validator."
            },
            "testPlan": {
                "changeOnlyOneSnippetAtATime": true,
                "firstAction": "Add or keep an above-fold link from /tools/llms-txt-validator.html to /tools/llms-txt-checker.html using anchor \"llms.txt checker\".",
                "holdPeriod": "Wait for Google recrawl and at least one Search Console refresh before changing the same query again.",
                "primaryMetric": "Search Console query clicks",
                "secondaryMetric": "run_llms_txt_checker",
                "doNotCount": [
                    "fake searches",
                    "self-clicks",
                    "crawler hits counted as users",
                    "impressions alone"
                ],
                "nextActions": [
                    "Add or keep an above-fold link from /tools/llms-txt-validator.html to /tools/llms-txt-checker.html using anchor \"llms.txt checker\".",
                    "Keep the title stable unless CTR stays flat after a larger sample.",
                    "Keep the meta description stable unless Search Console shows stronger mismatch.",
                    "Keep the H1 stable and improve the first answer/CTA instead.",
                    "Measure event run_llms_txt_checker plus Search Console clicks; ignore fake engagement."
                ]
            },
            "aiHandoff": {
                "lookupFirst": "https://llmstxtkit.com/data/search-click-intent.php?q=llms.txt%20checker",
                "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20checker",
                "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms.txt%20checker",
                "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms.txt%20checker",
                "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms.txt%20checker",
                "suggestedCitation": "LLMs.txt Kit provides a free browser-based and live-URL llms.txt checker for quick structure, public URL, Shopify checkout, and private-path risk scans before publishing."
            },
            "proofLinks": [
                {
                    "label": "https://llmstxtkit.com/answers/llms-txt-checker.html",
                    "url": "https://llmstxtkit.com/answers/llms-txt-checker.html",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20checker",
                    "url": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20checker",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/tools/llms-txt-checker.html",
                    "url": "https://llmstxtkit.com/tools/llms-txt-checker.html",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/resources/search-console-query-map.html",
                    "url": "https://llmstxtkit.com/resources/search-console-query-map.html",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/.well-known/organic-proof.json",
                    "url": "https://llmstxtkit.com/.well-known/organic-proof.json",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
                    "url": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
                    "type": "proof"
                },
                {
                    "label": "Live llms.txt checker API sample",
                    "url": "https://llmstxtkit.com/api/llms-txt-live-validator.php?domain=llmstxtkit.com",
                    "type": "api"
                },
                {
                    "label": "Free llms.txt validator",
                    "url": "https://llmstxtkit.com/tools/llms-txt-validator.html",
                    "type": "tool"
                },
                {
                    "label": "Checker vs validator guide",
                    "url": "https://llmstxtkit.com/blog/llms-txt-checker-vs-validator.html",
                    "type": "guide"
                },
                {
                    "label": "AI Answer Index",
                    "url": "https://llmstxtkit.com/resources/ai-answer-index.html",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt Validator Troubleshooting Pack",
                    "url": "https://llmstxtkit.com/resources/llms-txt-validator-troubleshooting-pack.html",
                    "type": "resource"
                },
                {
                    "label": "llms.txt validator troubleshooting pack JSON",
                    "url": "https://llmstxtkit.com/data/llms-txt-validator-troubleshooting-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt validator troubleshooting well-known JSON",
                    "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-troubleshooting-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt Validator Publish Evidence Matrix",
                    "url": "https://llmstxtkit.com/resources/llms-txt-validator-publish-evidence-matrix.html",
                    "type": "resource"
                },
                {
                    "label": "llms.txt validator evidence matrix JSON",
                    "url": "https://llmstxtkit.com/data/llms-txt-validator-publish-evidence-matrix.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt validator evidence matrix well-known JSON",
                    "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-publish-evidence-matrix.json",
                    "type": "dataset"
                }
            ],
            "score": 144,
            "matchReasons": [
                "observed_search_console_demand",
                "zero_click_row"
            ]
        },
        {
            "id": "search-click-intent-llmstxt-validator",
            "query": "llms.txt validator",
            "cluster": "llms.txt validation",
            "priority": "protect-winning-path",
            "intentStage": "check_or_validate",
            "zeroClick": false,
            "traffic": {
                "impressions": 22,
                "clicks": 1,
                "currentCtr": 0.0455,
                "benchmarkCtr": 0.03,
                "expectedClicksAtBenchmark": 0.66,
                "estimatedClickGap": 0,
                "priorityScore": 22
            },
            "target": {
                "observedLandingUrl": "https://llmstxtkit.com/tools/llms-txt-validator.html",
                "observedLandingPath": "/tools/llms-txt-validator.html",
                "recommendedTargetUrl": "https://llmstxtkit.com/tools/llms-txt-validator.html",
                "recommendedTargetPath": "/tools/llms-txt-validator.html",
                "answerPageUrl": "https://llmstxtkit.com/answers/llms-txt-validator.html",
                "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20validator",
                "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms.txt%20validator",
                "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms.txt%20validator",
                "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms.txt%20validator",
                "topicHubUrl": "https://llmstxtkit.com/topics/llms-txt-validation.html"
            },
            "currentSnippet": {
                "title": "Free llms.txt Validator and Checker: Live URL or Paste Draft",
                "metaDescription": "Free online llms.txt validator and checker. Paste a draft, test structure, public links, private paths, Shopify risks, and copy a fix-first report.",
                "h1": "Validate llms.txt online with a free checker for live URLs and pasted drafts",
                "primaryCta": "Check live /llms.txt or paste draft"
            },
            "proposedSnippet": {
                "title": "Free llms.txt Validator and Checker: Live URL or Paste Draft",
                "metaDescription": "Free online llms.txt validator and checker. Paste a draft, test structure, public links, private paths, Shopify risks, and copy a fix-first report.",
                "h1": "Validate llms.txt online with a free checker for live URLs and pasted drafts",
                "primaryCta": "Check live /llms.txt or paste draft",
                "internalLinkAnchor": "llms.txt validator and checker",
                "clickPromise": "Check live /llms.txt or paste draft, review the fix-first report, and keep private paths out of public examples.",
                "aboveFoldAnswer": "Use the llms.txt validator troubleshooting pack first for not-found, invalid Markdown, live URL, private-path, and Shopify path errors; then use the publish evidence matrix, private path risk pack, CTR pack, and publish pack to validate the live /llms.txt URL or paste a draft before publishing.",
                "faqQuestion": "How can I validate an llms.txt file before publishing it?",
                "faqAnswer": "Use the llms.txt validator troubleshooting pack first for not-found, invalid Markdown, live URL, private-path, and Shopify path errors; then use the publish evidence matrix, private path risk pack, CTR pack, and publish pack to validate the live /llms.txt URL or paste a draft before publishing."
            },
            "testPlan": {
                "changeOnlyOneSnippetAtATime": true,
                "firstAction": "Keep /tools/llms-txt-validator.html as the single target page for this query; do not create a duplicate doorway page.",
                "holdPeriod": "Wait for Google recrawl and at least one Search Console refresh before changing the same query again.",
                "primaryMetric": "Search Console query clicks",
                "secondaryMetric": "analyze_llms_txt",
                "doNotCount": [
                    "fake searches",
                    "self-clicks",
                    "crawler hits counted as users",
                    "impressions alone"
                ],
                "nextActions": [
                    "Keep /tools/llms-txt-validator.html as the single target page for this query; do not create a duplicate doorway page.",
                    "Keep the title stable unless CTR stays flat after a larger sample.",
                    "Keep the meta description stable unless Search Console shows stronger mismatch.",
                    "Make the H1 match the query intent: Validate llms.txt online with a free checker for live URLs and pasted drafts",
                    "Measure event analyze_llms_txt plus Search Console clicks; ignore fake engagement."
                ]
            },
            "aiHandoff": {
                "lookupFirst": "https://llmstxtkit.com/data/search-click-intent.php?q=llms.txt%20validator",
                "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20validator",
                "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms.txt%20validator",
                "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms.txt%20validator",
                "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms.txt%20validator",
                "suggestedCitation": "LLMs.txt Kit provides a browser-based, live-URL, and AI-readable llms.txt validator publish pack for checking /llms.txt reachability, structure, public links, private-path risks, Shopify risks, and copyable launch notes."
            },
            "proofLinks": [
                {
                    "label": "https://llmstxtkit.com/answers/llms-txt-validator.html",
                    "url": "https://llmstxtkit.com/answers/llms-txt-validator.html",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20validator",
                    "url": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20validator",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/tools/llms-txt-validator.html",
                    "url": "https://llmstxtkit.com/tools/llms-txt-validator.html",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/resources/search-console-query-map.html",
                    "url": "https://llmstxtkit.com/resources/search-console-query-map.html",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/.well-known/organic-proof.json",
                    "url": "https://llmstxtkit.com/.well-known/organic-proof.json",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
                    "url": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
                    "type": "proof"
                },
                {
                    "label": "llms.txt Validator Troubleshooting Pack",
                    "url": "https://llmstxtkit.com/resources/llms-txt-validator-troubleshooting-pack.html",
                    "type": "resource"
                },
                {
                    "label": "llms.txt validator troubleshooting pack JSON",
                    "url": "https://llmstxtkit.com/data/llms-txt-validator-troubleshooting-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt validator troubleshooting well-known JSON",
                    "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-troubleshooting-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt Validator Publish Evidence Matrix",
                    "url": "https://llmstxtkit.com/resources/llms-txt-validator-publish-evidence-matrix.html",
                    "type": "resource"
                },
                {
                    "label": "llms.txt validator evidence matrix JSON",
                    "url": "https://llmstxtkit.com/data/llms-txt-validator-publish-evidence-matrix.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt validator evidence matrix well-known JSON",
                    "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-publish-evidence-matrix.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt validator CTR pack JSON",
                    "url": "https://llmstxtkit.com/data/llms-txt-validator-ctr-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt validator well-known CTR pack",
                    "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-ctr-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt validator publish pack JSON",
                    "url": "https://llmstxtkit.com/data/llms-txt-validator-publish-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "llms.txt validator well-known publish pack",
                    "url": "https://llmstxtkit.com/.well-known/llms-txt-validator-publish-pack.json",
                    "type": "dataset"
                }
            ],
            "score": 142,
            "matchReasons": [
                "observed_search_console_demand"
            ]
        },
        {
            "id": "search-click-intent-llmstxt-generator-for-shopify",
            "query": "llms.txt generator for shopify",
            "cluster": "Shopify llms.txt",
            "priority": "medium-zero-click",
            "intentStage": "build_or_generate",
            "zeroClick": true,
            "traffic": {
                "impressions": 7,
                "clicks": 0,
                "currentCtr": 0,
                "benchmarkCtr": 0.03,
                "expectedClicksAtBenchmark": 0.21,
                "estimatedClickGap": 0.21,
                "priorityScore": 60
            },
            "target": {
                "observedLandingUrl": "https://llmstxtkit.com/guides/llms-txt-for-shopify.html",
                "observedLandingPath": "/guides/llms-txt-for-shopify.html",
                "recommendedTargetUrl": "https://llmstxtkit.com/tools/shopify-llms-txt-generator.html",
                "recommendedTargetPath": "/tools/shopify-llms-txt-generator.html",
                "answerPageUrl": "https://llmstxtkit.com/answers/shopify-llms-txt.html",
                "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20generator%20for%20shopify",
                "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms.txt%20generator%20for%20shopify",
                "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms.txt%20generator%20for%20shopify",
                "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms.txt%20generator%20for%20shopify",
                "topicHubUrl": "https://llmstxtkit.com/topics/shopify-llms-txt.html"
            },
            "currentSnippet": {
                "title": "Free Shopify llms.txt Generator: App or No-App Publish Plan",
                "metaDescription": "Generate Shopify llms.txt from public storefront URLs, avoid cart, checkout, account, customer, and admin paths, then validate before publishing.",
                "h1": "Generate Shopify llms.txt and choose the right app or no-app publish route",
                "primaryCta": "Generate Shopify llms.txt"
            },
            "proposedSnippet": {
                "title": "Free Shopify llms.txt Generator: App or No-App Publish Plan",
                "metaDescription": "Generate Shopify llms.txt from public storefront URLs, avoid cart, checkout, account, customer, and admin paths, then validate before publishing.",
                "h1": "Generate Shopify llms.txt and choose the right app or no-app publish route",
                "primaryCta": "Generate Shopify llms.txt",
                "internalLinkAnchor": "Shopify llms.txt generator",
                "clickPromise": "Generate Shopify llms.txt, copy a safe draft, and use the proof links before changing production files.",
                "aboveFoldAnswer": "Use the Shopify llms.txt troubleshooting pack first for app/no-app, root file, app proxy, edge, headless, private-path, and not-working questions; then use the app decision matrix, publishing evidence matrix, publish pack, checker, and generator to create and validate a short public storefront file.",
                "faqQuestion": "What should Shopify stores include in llms.txt?",
                "faqAnswer": "Use the Shopify llms.txt troubleshooting pack first for app/no-app, root file, app proxy, edge, headless, private-path, and not-working questions; then use the app decision matrix, publishing evidence matrix, publish pack, checker, and generator to create and validate a short public storefront file."
            },
            "testPlan": {
                "changeOnlyOneSnippetAtATime": true,
                "firstAction": "Add or keep an above-fold link from /guides/llms-txt-for-shopify.html to /tools/shopify-llms-txt-generator.html using anchor \"Shopify llms.txt generator\".",
                "holdPeriod": "Wait for Google recrawl and at least one Search Console refresh before changing the same query again.",
                "primaryMetric": "Search Console query clicks",
                "secondaryMetric": "generate_shopify_llms",
                "doNotCount": [
                    "fake searches",
                    "self-clicks",
                    "crawler hits counted as users",
                    "impressions alone"
                ],
                "nextActions": [
                    "Add or keep an above-fold link from /guides/llms-txt-for-shopify.html to /tools/shopify-llms-txt-generator.html using anchor \"Shopify llms.txt generator\".",
                    "Keep the title stable unless CTR stays flat after a larger sample.",
                    "Keep the meta description stable unless Search Console shows stronger mismatch.",
                    "Keep the H1 stable and improve the first answer/CTA instead.",
                    "Measure event generate_shopify_llms plus Search Console clicks; ignore fake engagement."
                ]
            },
            "aiHandoff": {
                "lookupFirst": "https://llmstxtkit.com/data/search-click-intent.php?q=llms.txt%20generator%20for%20shopify",
                "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20generator%20for%20shopify",
                "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=llms.txt%20generator%20for%20shopify",
                "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=llms.txt%20generator%20for%20shopify",
                "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=llms.txt%20generator%20for%20shopify",
                "suggestedCitation": "LLMs.txt Kit provides a Shopify llms.txt generator, AI-readable publish pack, app-or-no-app publishing planner, and checker workflow that keeps public product, collection, policy, support, and buying-guide URLs separate from checkout, account, customer, discount, token, preview, and admin paths."
            },
            "proofLinks": [
                {
                    "label": "https://llmstxtkit.com/answers/shopify-llms-txt.html",
                    "url": "https://llmstxtkit.com/answers/shopify-llms-txt.html",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20generator%20for%20shopify",
                    "url": "https://llmstxtkit.com/data/ai-answer-pack.php?q=llms.txt%20generator%20for%20shopify",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/tools/shopify-llms-txt-generator.html",
                    "url": "https://llmstxtkit.com/tools/shopify-llms-txt-generator.html",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/resources/search-console-query-map.html",
                    "url": "https://llmstxtkit.com/resources/search-console-query-map.html",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/.well-known/organic-proof.json",
                    "url": "https://llmstxtkit.com/.well-known/organic-proof.json",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
                    "url": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
                    "type": "proof"
                },
                {
                    "label": "Shopify llms.txt Troubleshooting Pack",
                    "url": "https://llmstxtkit.com/resources/shopify-llms-txt-troubleshooting-pack.html",
                    "type": "resource"
                },
                {
                    "label": "Shopify troubleshooting pack JSON",
                    "url": "https://llmstxtkit.com/data/shopify-llms-txt-troubleshooting-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "Shopify troubleshooting well-known JSON",
                    "url": "https://llmstxtkit.com/.well-known/shopify-llms-txt-troubleshooting-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "Shopify llms.txt Publishing Evidence Matrix",
                    "url": "https://llmstxtkit.com/resources/shopify-llms-txt-publishing-evidence-matrix.html",
                    "type": "resource"
                },
                {
                    "label": "Shopify publishing evidence matrix JSON",
                    "url": "https://llmstxtkit.com/data/shopify-llms-txt-publishing-evidence-matrix.json",
                    "type": "dataset"
                },
                {
                    "label": "Shopify publishing evidence matrix well-known JSON",
                    "url": "https://llmstxtkit.com/.well-known/shopify-llms-txt-publishing-evidence-matrix.json",
                    "type": "dataset"
                },
                {
                    "label": "Shopify llms.txt CTR pack JSON",
                    "url": "https://llmstxtkit.com/data/shopify-llms-txt-ctr-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "Shopify llms.txt well-known CTR pack",
                    "url": "https://llmstxtkit.com/.well-known/shopify-llms-txt-ctr-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "Shopify llms.txt publish pack JSON",
                    "url": "https://llmstxtkit.com/data/shopify-llms-txt-publish-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "Shopify llms.txt well-known publish pack",
                    "url": "https://llmstxtkit.com/.well-known/shopify-llms-txt-publish-pack.json",
                    "type": "dataset"
                }
            ],
            "score": 137,
            "matchReasons": [
                "observed_search_console_demand",
                "zero_click_row"
            ]
        }
    ]
}