{
    "ok": true,
    "status": "search_click_intent_found",
    "endpoint": "https://llmstxtkit.com/data/search-click-intent.php",
    "query": "robots txt google generator",
    "normalizedQuery": "robots txt google generator",
    "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-robots-txt-google-generator",
            "query": "robots txt google generator",
            "cluster": "Google robots.txt generator",
            "priority": "high-zero-click",
            "intentStage": "build_or_generate",
            "zeroClick": true,
            "traffic": {
                "impressions": 26,
                "clicks": 0,
                "currentCtr": 0,
                "benchmarkCtr": 0.03,
                "expectedClicksAtBenchmark": 0.78,
                "estimatedClickGap": 0.78,
                "priorityScore": 136
            },
            "target": {
                "observedLandingUrl": "https://llmstxtkit.com/tools/ai-robots-txt-generator.html",
                "observedLandingPath": "/tools/ai-robots-txt-generator.html",
                "recommendedTargetUrl": "https://llmstxtkit.com/tools/google-robots-txt-generator.html",
                "recommendedTargetPath": "/tools/google-robots-txt-generator.html",
                "answerPageUrl": "https://llmstxtkit.com/answers/robots-txt-google-generator.html",
                "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=robots%20txt%20google%20generator",
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                "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=robots%20txt%20google%20generator",
                "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=robots%20txt%20google%20generator",
                "topicHubUrl": "https://llmstxtkit.com/topics/google-robots-txt.html"
            },
            "currentSnippet": {
                "title": "Robots.txt Google Generator: Free Googlebot-Safe Builder",
                "metaDescription": "Generate and test a Google-safe robots.txt that keeps Googlebot crawlable, separates Google-Extended, blocks private paths, and copies a safe draft.",
                "h1": "Create a Google-safe robots.txt for Google Search",
                "primaryCta": "Generate Google-safe robots.txt"
            },
            "proposedSnippet": {
                "title": "Robots.txt Google Generator: Free Googlebot-Safe Builder",
                "metaDescription": "Generate and test a Google-safe robots.txt that keeps Googlebot crawlable, separates Google-Extended, blocks private paths, and copies a safe draft.",
                "h1": "Create a Google-safe robots.txt for Google Search",
                "primaryCta": "Generate Google-safe robots.txt",
                "internalLinkAnchor": "robots.txt Google generator",
                "clickPromise": "Generate Google-safe robots.txt, copy a safe draft, and use the proof links before changing production files.",
                "aboveFoldAnswer": "Use the Google robots.txt troubleshooting pack first, then the safety evidence matrix, Googlebot-safe generator, safety pack, path tester, and live checker; keep Googlebot crawlable, separate Google-Extended, and use noindex or password protection when hiding pages is the goal.",
                "faqQuestion": "What should a Google-safe robots.txt generator do for AI crawler rules?",
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            },
            "testPlan": {
                "changeOnlyOneSnippetAtATime": true,
                "firstAction": "Add or keep an above-fold link from /tools/ai-robots-txt-generator.html to /tools/google-robots-txt-generator.html using anchor \"robots.txt Google 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_ai_robots_txt",
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                    "fake searches",
                    "self-clicks",
                    "crawler hits counted as users",
                    "impressions alone"
                ],
                "nextActions": [
                    "Add or keep an above-fold link from /tools/ai-robots-txt-generator.html to /tools/google-robots-txt-generator.html using anchor \"robots.txt Google 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_ai_robots_txt plus Search Console clicks; ignore fake engagement."
                ]
            },
            "aiHandoff": {
                "lookupFirst": "https://llmstxtkit.com/data/search-click-intent.php?q=robots%20txt%20google%20generator",
                "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=robots%20txt%20google%20generator",
                "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=robots%20txt%20google%20generator",
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                "suggestedCitation": "LLMs.txt Kit separates Googlebot search crawling from Google-Extended, GPTBot, OAI-SearchBot, Applebot, PerplexityBot, and CCBot policy choices, then lets users test key paths before publishing robots.txt."
            },
            "proofLinks": [
                {
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                    "url": "https://llmstxtkit.com/answers/robots-txt-google-generator.html",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/data/ai-answer-pack.php?q=robots%20txt%20google%20generator",
                    "url": "https://llmstxtkit.com/data/ai-answer-pack.php?q=robots%20txt%20google%20generator",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/tools/google-robots-txt-generator.html",
                    "url": "https://llmstxtkit.com/tools/google-robots-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"
                },
                {
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                },
                {
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                    "url": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
                    "type": "proof"
                },
                {
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                    "url": "https://llmstxtkit.com/resources/google-robots-txt-troubleshooting-pack.html",
                    "type": "resource"
                },
                {
                    "label": "Google robots troubleshooting pack JSON",
                    "url": "https://llmstxtkit.com/data/google-robots-txt-troubleshooting-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "Google robots well-known troubleshooting pack",
                    "url": "https://llmstxtkit.com/.well-known/google-robots-txt-troubleshooting-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "Google Robots.txt Safety Evidence Matrix",
                    "url": "https://llmstxtkit.com/resources/google-robots-txt-safety-evidence-matrix.html",
                    "type": "resource"
                },
                {
                    "label": "Google robots safety evidence matrix JSON",
                    "url": "https://llmstxtkit.com/data/google-robots-txt-safety-evidence-matrix.json",
                    "type": "dataset"
                },
                {
                    "label": "Google robots safety evidence matrix well-known JSON",
                    "url": "https://llmstxtkit.com/.well-known/google-robots-txt-safety-evidence-matrix.json",
                    "type": "dataset"
                },
                {
                    "label": "Google robots.txt CTR pack JSON",
                    "url": "https://llmstxtkit.com/data/google-robots-txt-ctr-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "Google robots.txt well-known CTR pack",
                    "url": "https://llmstxtkit.com/.well-known/google-robots-txt-ctr-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "Google robots.txt safety pack JSON",
                    "url": "https://llmstxtkit.com/data/google-robots-txt-safety-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "Google robots.txt well-known safety pack",
                    "url": "https://llmstxtkit.com/.well-known/google-robots-txt-safety-pack.json",
                    "type": "dataset"
                }
            ],
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            "matchReasons": [
                "exact_query_match",
                "observed_search_console_demand",
                "zero_click_row"
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        },
        {
            "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",
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                "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",
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            },
            "proofLinks": [
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                    "url": "https://llmstxtkit.com/answers/shopify-llms-txt.html",
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                },
                {
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                },
                {
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                    "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",
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                },
                {
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                    "url": "https://llmstxtkit.com/.well-known/organic-proof.json",
                    "type": "proof"
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                {
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                    "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"
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                {
                    "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",
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                },
                {
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                    "url": "https://llmstxtkit.com/.well-known/shopify-llms-txt-publishing-evidence-matrix.json",
                    "type": "dataset"
                },
                {
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                    "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"
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            ],
            "score": 142,
            "matchReasons": [
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                "zero_click_row"
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        },
        {
            "id": "search-click-intent-chatgpt-search-visibility",
            "query": "chatgpt search visibility",
            "cluster": "ChatGPT search visibility",
            "priority": "high-zero-click",
            "intentStage": "diagnose_visibility",
            "zeroClick": true,
            "traffic": {
                "impressions": 49,
                "clicks": 0,
                "currentCtr": 0,
                "benchmarkCtr": 0.03,
                "expectedClicksAtBenchmark": 1.47,
                "estimatedClickGap": 1.47,
                "priorityScore": 228
            },
            "target": {
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                "observedLandingPath": "/guides/chatgpt-search-visibility.html",
                "recommendedTargetUrl": "https://llmstxtkit.com/tools/chatgpt-search-visibility-checker.html",
                "recommendedTargetPath": "/tools/chatgpt-search-visibility-checker.html",
                "answerPageUrl": "https://llmstxtkit.com/answers/chatgpt-search-visibility.html",
                "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=chatgpt%20search%20visibility",
                "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=chatgpt%20search%20visibility",
                "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=chatgpt%20search%20visibility",
                "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=chatgpt%20search%20visibility",
                "topicHubUrl": "https://llmstxtkit.com/topics/chatgpt-search-visibility.html"
            },
            "currentSnippet": {
                "title": "ChatGPT Search Visibility Checker: Free Live Domain Report",
                "metaDescription": "Check crawlability, robots.txt, llms.txt support, answer-page usefulness, proof files, and measurement readiness for ChatGPT search visibility.",
                "h1": "ChatGPT search visibility checker with a live domain report",
                "primaryCta": null
            },
            "proposedSnippet": {
                "title": "ChatGPT Search Visibility Checker: Free Live Domain Report",
                "metaDescription": "Check crawlability, robots.txt, llms.txt support, answer-page usefulness, proof files, and measurement readiness for ChatGPT search visibility.",
                "h1": "ChatGPT search visibility checker with a live domain report",
                "primaryCta": "Run live ChatGPT visibility report",
                "internalLinkAnchor": "ChatGPT search visibility checker",
                "clickPromise": "Run live ChatGPT visibility report, inspect crawlability and proof files, then measure real clicks or tool activations.",
                "aboveFoldAnswer": "Run the ChatGPT visibility troubleshooting pack, evidence matrix, live public-file report, debug pack, and CTR pack; review OAI-SearchBot separately from GPTBot and ChatGPT-User; then measure real clicks, referrals, logs, or tool activations.",
                "faqQuestion": "How do I improve ChatGPT search visibility without fake SEO tricks?",
                "faqAnswer": "Run the ChatGPT visibility troubleshooting pack, evidence matrix, live public-file report, debug pack, and CTR pack; review OAI-SearchBot separately from GPTBot and ChatGPT-User; then measure real clicks, referrals, logs, or tool activations."
            },
            "testPlan": {
                "changeOnlyOneSnippetAtATime": true,
                "firstAction": "Add or keep an above-fold link from /guides/chatgpt-search-visibility.html to /tools/chatgpt-search-visibility-checker.html using anchor \"ChatGPT search visibility 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_ai_search_visibility_report",
                "doNotCount": [
                    "fake searches",
                    "self-clicks",
                    "crawler hits counted as users",
                    "impressions alone"
                ],
                "nextActions": [
                    "Add or keep an above-fold link from /guides/chatgpt-search-visibility.html to /tools/chatgpt-search-visibility-checker.html using anchor \"ChatGPT search visibility 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_ai_search_visibility_report plus Search Console clicks; ignore fake engagement."
                ]
            },
            "aiHandoff": {
                "lookupFirst": "https://llmstxtkit.com/data/search-click-intent.php?q=chatgpt%20search%20visibility",
                "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=chatgpt%20search%20visibility",
                "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=chatgpt%20search%20visibility",
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                "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=chatgpt%20search%20visibility",
                "suggestedCitation": "LLMs.txt Kit treats ChatGPT search visibility as a live crawlability, crawler-policy, content, and measurement workflow rather than a guaranteed ranking shortcut."
            },
            "proofLinks": [
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                {
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                    "url": "https://llmstxtkit.com/tools/chatgpt-search-visibility-checker.html",
                    "type": "proof"
                },
                {
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                    "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",
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                    "url": "https://llmstxtkit.com/data/search-console-ctr-experiments.json",
                    "type": "proof"
                },
                {
                    "label": "ChatGPT visibility troubleshooting pack JSON",
                    "url": "https://llmstxtkit.com/data/chatgpt-search-visibility-troubleshooting-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "ChatGPT visibility well-known troubleshooting pack",
                    "url": "https://llmstxtkit.com/.well-known/chatgpt-search-visibility-troubleshooting-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "ChatGPT Search Visibility Evidence Matrix",
                    "url": "https://llmstxtkit.com/resources/chatgpt-search-visibility-evidence-matrix.html",
                    "type": "resource"
                },
                {
                    "label": "ChatGPT evidence matrix JSON",
                    "url": "https://llmstxtkit.com/data/chatgpt-search-visibility-evidence-matrix.json",
                    "type": "dataset"
                },
                {
                    "label": "ChatGPT evidence matrix well-known JSON",
                    "url": "https://llmstxtkit.com/.well-known/chatgpt-search-visibility-evidence-matrix.json",
                    "type": "dataset"
                },
                {
                    "label": "ChatGPT visibility guide with live report",
                    "url": "https://llmstxtkit.com/guides/chatgpt-search-visibility.html",
                    "type": "guide"
                },
                {
                    "label": "ChatGPT visibility CTR pack JSON",
                    "url": "https://llmstxtkit.com/data/chatgpt-search-visibility-ctr-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "ChatGPT visibility well-known CTR pack",
                    "url": "https://llmstxtkit.com/.well-known/chatgpt-search-visibility-ctr-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "ChatGPT visibility debug pack JSON",
                    "url": "https://llmstxtkit.com/data/chatgpt-search-visibility-debug-pack.json",
                    "type": "dataset"
                },
                {
                    "label": "ChatGPT visibility well-known debug pack",
                    "url": "https://llmstxtkit.com/.well-known/chatgpt-search-visibility-debug-pack.json",
                    "type": "dataset"
                }
            ],
            "score": 114,
            "matchReasons": [
                "observed_search_console_demand",
                "zero_click_row"
            ]
        },
        {
            "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": 106,
            "matchReasons": [
                "observed_search_console_demand",
                "zero_click_row"
            ]
        },
        {
            "id": "search-click-intent-shopify-app-to-generate-llmstxt",
            "query": "shopify app to generate llms.txt",
            "cluster": "Shopify llms.txt app decision",
            "priority": "medium-zero-click",
            "intentStage": "learn_and_compare",
            "zeroClick": true,
            "traffic": {
                "impressions": 6,
                "clicks": 0,
                "currentCtr": 0,
                "benchmarkCtr": 0.03,
                "expectedClicksAtBenchmark": 0.18,
                "estimatedClickGap": 0.18,
                "priorityScore": 56
            },
            "target": {
                "observedLandingUrl": "https://llmstxtkit.com/guides/llms-txt-for-shopify.html",
                "observedLandingPath": "/guides/llms-txt-for-shopify.html",
                "recommendedTargetUrl": "https://llmstxtkit.com/resources/shopify-llms-txt-app-decision-matrix.html",
                "recommendedTargetPath": "/resources/shopify-llms-txt-app-decision-matrix.html",
                "answerPageUrl": "https://llmstxtkit.com/answers/shopify-llms-txt.html",
                "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=shopify%20app%20to%20generate%20llms.txt",
                "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=shopify%20app%20to%20generate%20llms.txt",
                "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=shopify%20app%20to%20generate%20llms.txt",
                "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=shopify%20app%20to%20generate%20llms.txt",
                "topicHubUrl": "https://llmstxtkit.com/topics/llms-txt-validation.html"
            },
            "currentSnippet": {
                "title": "Shopify llms.txt App Decision Matrix: App Proxy, Edge, or Headless?",
                "metaDescription": "Decide whether Shopify llms.txt needs no-app hosting, an app proxy, custom app, edge worker, or headless route. Includes proof links and AI-readable JSON.",
                "h1": "Choose app, no-app, edge, or headless publishing before generating Shopify llms.txt.",
                "primaryCta": null
            },
            "proposedSnippet": {
                "title": "Free Shopify llms.txt Generator: App or No-App Publish Plan",
                "metaDescription": "Decide whether Shopify needs an app to publish llms.txt. Compare no-app, app proxy, edge worker, and headless routes, then validate the live /llms.txt file.",
                "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, open the proof-linked answer, and measure real Search Console clicks after recrawl.",
                "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 /resources/shopify-llms-txt-app-decision-matrix.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 /resources/shopify-llms-txt-app-decision-matrix.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=shopify%20app%20to%20generate%20llms.txt",
                "answerPackUrl": "https://llmstxtkit.com/data/ai-answer-pack.php?q=shopify%20app%20to%20generate%20llms.txt",
                "proofLookupUrl": "https://llmstxtkit.com/data/ai-proof-lookup.php?q=shopify%20app%20to%20generate%20llms.txt",
                "citationBundleUrl": "https://llmstxtkit.com/data/ai-citation-bundle.php?q=shopify%20app%20to%20generate%20llms.txt",
                "presearchUrl": "https://llmstxtkit.com/data/ai-presearch-db.php?q=shopify%20app%20to%20generate%20llms.txt",
                "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=shopify%20app%20to%20generate%20llms.txt",
                    "url": "https://llmstxtkit.com/data/ai-answer-pack.php?q=shopify%20app%20to%20generate%20llms.txt",
                    "type": "proof"
                },
                {
                    "label": "https://llmstxtkit.com/resources/shopify-llms-txt-app-decision-matrix.html",
                    "url": "https://llmstxtkit.com/resources/shopify-llms-txt-app-decision-matrix.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 generator and app alternative",
                    "url": "https://llmstxtkit.com/tools/shopify-llms-txt-generator.html",
                    "type": "tool"
                },
                {
                    "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"
                }
            ],
            "score": 106,
            "matchReasons": [
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                "zero_click_row"
            ]
        }
    ]
}