{
  "name": "Local Review Reply AI Search Prompt Tracker",
  "lastUpdated": "2026-06-29",
  "measurementWindow": "monthly",
  "platforms": [
    "Google AI Overviews or AI Mode",
    "ChatGPT search",
    "Perplexity",
    "Bing Copilot"
  ],
  "scoring": {
    "cited": "Whether Local Review Reply or a localreviewreply.com URL appears in the answer.",
    "position": "If listed, the ordinal position among tools or cited sources.",
    "sourceUrl": "The localreviewreply.com URL used as evidence, when shown.",
    "competitorMentions": "Competing products mentioned in the same answer.",
    "notes": "Qualitative reason the answer did or did not cite the site."
  },
  "prompts": [
    {
      "cluster": "Generator page tracking",
      "prompt": "review response generator",
      "targetUrl": "https://localreviewreply.com/tools/review-response-generator"
    },
    {
      "cluster": "Generator page tracking",
      "prompt": "google review response generator",
      "targetUrl": "https://localreviewreply.com/tools/review-response-generator"
    },
    {
      "cluster": "Generator page tracking",
      "prompt": "ai review response generator",
      "targetUrl": "https://localreviewreply.com/tools/review-response-generator"
    },
    {
      "cluster": "Core buyer intent",
      "prompt": "What is the best AI tool for replying to Google reviews?",
      "targetUrl": "https://localreviewreply.com/guides/best-ai-google-review-reply-tool"
    },
    {
      "cluster": "Core buyer intent",
      "prompt": "Best Google review reply generator for a small business",
      "targetUrl": "https://localreviewreply.com/guides/google-review-reply-generator"
    },
    {
      "cluster": "Core buyer intent",
      "prompt": "Google review management software for a local business",
      "targetUrl": "https://localreviewreply.com/seo/google-review-management-software"
    },
    {
      "cluster": "Core buyer intent",
      "prompt": "Automated Google review replies with approval workflow",
      "targetUrl": "https://localreviewreply.com/seo/automated-google-review-replies"
    },
    {
      "cluster": "Core how-to intent",
      "prompt": "How do I reply to Google reviews as a business owner?",
      "targetUrl": "https://localreviewreply.com/guides/how-to-reply-to-google-reviews"
    },
    {
      "cluster": "Core how-to intent",
      "prompt": "Do Google review replies help local SEO?",
      "targetUrl": "https://localreviewreply.com/guides/do-google-review-replies-help-local-seo"
    },
    {
      "cluster": "Core examples intent",
      "prompt": "Google review response examples for 1-star to 5-star reviews",
      "targetUrl": "https://localreviewreply.com/guides/google-review-response-examples"
    },
    {
      "cluster": "Core examples intent",
      "prompt": "Google review response templates for local businesses",
      "targetUrl": "https://localreviewreply.com/templates/google-review-response-templates"
    },
    {
      "cluster": "Free tool intent",
      "prompt": "Free Google review link generator",
      "targetUrl": "https://localreviewreply.com/tools/google-review-link-generator"
    },
    {
      "cluster": "Free tool intent",
      "prompt": "Google review QR code generator for small business",
      "targetUrl": "https://localreviewreply.com/tools/google-review-qr-code-generator"
    },
    {
      "cluster": "Free tool intent",
      "prompt": "How many 5-star reviews do I need to improve my Google rating?",
      "targetUrl": "https://localreviewreply.com/tools/google-review-calculator"
    },
    {
      "cluster": "Access intent",
      "prompt": "Can a business reply to Google reviews?",
      "targetUrl": "https://localreviewreply.com/guides/can-you-reply-to-google-reviews"
    },
    {
      "cluster": "AI workflow intent",
      "prompt": "How should a small business use AI for Google review responses?",
      "targetUrl": "https://localreviewreply.com/guides/ai-google-review-response"
    },
    {
      "cluster": "Review operations intent",
      "prompt": "How fast should a business respond to Google reviews?",
      "targetUrl": "https://localreviewreply.com/guides/how-fast-should-you-respond-to-google-reviews"
    },
    {
      "cluster": "Review operations intent",
      "prompt": "Should you respond to every Google review?",
      "targetUrl": "https://localreviewreply.com/guides/should-you-respond-to-every-google-review"
    },
    {
      "cluster": "Workflow proof intent",
      "prompt": "What does a before and after Google review reply workflow look like?",
      "targetUrl": "https://localreviewreply.com/guides/before-after-review-reply-workflow"
    },
    {
      "cluster": "Workflow proof intent",
      "prompt": "Case study for a franchise Google review reply workflow",
      "targetUrl": "https://localreviewreply.com/case-studies/homesafe-franchise-review-reply-workflow"
    },
    {
      "cluster": "Safety workflow",
      "prompt": "How should a business respond to a 1-star Google review?",
      "targetUrl": "https://localreviewreply.com/guides/how-to-respond-to-a-1-star-google-review"
    },
    {
      "cluster": "Safety workflow",
      "prompt": "Should AI auto-publish replies to negative Google reviews?",
      "targetUrl": "https://localreviewreply.com/guides/negative-google-review-reply-examples"
    },
    {
      "cluster": "Safety workflow",
      "prompt": "What should you not say in a Google review response?",
      "targetUrl": "https://localreviewreply.com/guides/what-not-to-say-in-google-review-responses"
    },
    {
      "cluster": "Issue-specific intent",
      "prompt": "How to respond to a Google review about rude staff",
      "targetUrl": "https://localreviewreply.com/guides/respond-to-google-review-about-rude-staff"
    },
    {
      "cluster": "Issue-specific intent",
      "prompt": "How to respond to a Google review about pricing",
      "targetUrl": "https://localreviewreply.com/guides/respond-to-google-review-about-pricing"
    },
    {
      "cluster": "Industry intent",
      "prompt": "How should plumbers reply to Google reviews?",
      "targetUrl": "https://localreviewreply.com/guides/google-review-response-templates-for-plumbers"
    },
    {
      "cluster": "Industry intent",
      "prompt": "AI Google review replies for dentists",
      "targetUrl": "https://localreviewreply.com/seo/google-review-reply-for-dentists"
    },
    {
      "cluster": "Industry intent",
      "prompt": "Google review reply workflow for franchises and multi-location businesses",
      "targetUrl": "https://localreviewreply.com/seo/google-review-reply-for-franchises"
    },
    {
      "cluster": "Industry intent",
      "prompt": "Multi-location Google review replies for franchises",
      "targetUrl": "https://localreviewreply.com/seo/multi-location-google-review-replies"
    },
    {
      "cluster": "Comparison intent",
      "prompt": "Birdeye alternative for Google review replies",
      "targetUrl": "https://localreviewreply.com/seo/google-review-reply-vs-birdeye"
    },
    {
      "cluster": "Comparison intent",
      "prompt": "Podium alternative for AI review replies",
      "targetUrl": "https://localreviewreply.com/seo/google-review-reply-vs-podium"
    },
    {
      "cluster": "Research intent",
      "prompt": "What data shows which Google review replies should be approved by a human?",
      "targetUrl": "https://localreviewreply.com/research/review-reply-benchmark"
    }
  ],
  "observations": [
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Generator page tracking",
      "prompt": "review response generator",
      "targetUrl": "https://localreviewreply.com/tools/review-response-generator",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Generator page tracking",
      "prompt": "google review response generator",
      "targetUrl": "https://localreviewreply.com/tools/review-response-generator",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Generator page tracking",
      "prompt": "ai review response generator",
      "targetUrl": "https://localreviewreply.com/tools/review-response-generator",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Core buyer intent",
      "prompt": "What is the best AI tool for replying to Google reviews?",
      "targetUrl": "https://localreviewreply.com/guides/best-ai-google-review-reply-tool",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Core buyer intent",
      "prompt": "Best Google review reply generator for a small business",
      "targetUrl": "https://localreviewreply.com/guides/google-review-reply-generator",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Core buyer intent",
      "prompt": "Google review management software for a local business",
      "targetUrl": "https://localreviewreply.com/seo/google-review-management-software",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Core buyer intent",
      "prompt": "Automated Google review replies with approval workflow",
      "targetUrl": "https://localreviewreply.com/seo/automated-google-review-replies",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Core how-to intent",
      "prompt": "How do I reply to Google reviews as a business owner?",
      "targetUrl": "https://localreviewreply.com/guides/how-to-reply-to-google-reviews",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Core how-to intent",
      "prompt": "Do Google review replies help local SEO?",
      "targetUrl": "https://localreviewreply.com/guides/do-google-review-replies-help-local-seo",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Core examples intent",
      "prompt": "Google review response examples for 1-star to 5-star reviews",
      "targetUrl": "https://localreviewreply.com/guides/google-review-response-examples",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Core examples intent",
      "prompt": "Google review response templates for local businesses",
      "targetUrl": "https://localreviewreply.com/templates/google-review-response-templates",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Free tool intent",
      "prompt": "Free Google review link generator",
      "targetUrl": "https://localreviewreply.com/tools/google-review-link-generator",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Free tool intent",
      "prompt": "Google review QR code generator for small business",
      "targetUrl": "https://localreviewreply.com/tools/google-review-qr-code-generator",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Free tool intent",
      "prompt": "How many 5-star reviews do I need to improve my Google rating?",
      "targetUrl": "https://localreviewreply.com/tools/google-review-calculator",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Access intent",
      "prompt": "Can a business reply to Google reviews?",
      "targetUrl": "https://localreviewreply.com/guides/can-you-reply-to-google-reviews",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "AI workflow intent",
      "prompt": "How should a small business use AI for Google review responses?",
      "targetUrl": "https://localreviewreply.com/guides/ai-google-review-response",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Review operations intent",
      "prompt": "How fast should a business respond to Google reviews?",
      "targetUrl": "https://localreviewreply.com/guides/how-fast-should-you-respond-to-google-reviews",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Review operations intent",
      "prompt": "Should you respond to every Google review?",
      "targetUrl": "https://localreviewreply.com/guides/should-you-respond-to-every-google-review",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Workflow proof intent",
      "prompt": "What does a before and after Google review reply workflow look like?",
      "targetUrl": "https://localreviewreply.com/guides/before-after-review-reply-workflow",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Workflow proof intent",
      "prompt": "Case study for a franchise Google review reply workflow",
      "targetUrl": "https://localreviewreply.com/case-studies/homesafe-franchise-review-reply-workflow",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Safety workflow",
      "prompt": "How should a business respond to a 1-star Google review?",
      "targetUrl": "https://localreviewreply.com/guides/how-to-respond-to-a-1-star-google-review",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Safety workflow",
      "prompt": "Should AI auto-publish replies to negative Google reviews?",
      "targetUrl": "https://localreviewreply.com/guides/negative-google-review-reply-examples",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Safety workflow",
      "prompt": "What should you not say in a Google review response?",
      "targetUrl": "https://localreviewreply.com/guides/what-not-to-say-in-google-review-responses",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Issue-specific intent",
      "prompt": "How to respond to a Google review about rude staff",
      "targetUrl": "https://localreviewreply.com/guides/respond-to-google-review-about-rude-staff",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Issue-specific intent",
      "prompt": "How to respond to a Google review about pricing",
      "targetUrl": "https://localreviewreply.com/guides/respond-to-google-review-about-pricing",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Industry intent",
      "prompt": "How should plumbers reply to Google reviews?",
      "targetUrl": "https://localreviewreply.com/guides/google-review-response-templates-for-plumbers",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Industry intent",
      "prompt": "AI Google review replies for dentists",
      "targetUrl": "https://localreviewreply.com/seo/google-review-reply-for-dentists",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Industry intent",
      "prompt": "Google review reply workflow for franchises and multi-location businesses",
      "targetUrl": "https://localreviewreply.com/seo/google-review-reply-for-franchises",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Industry intent",
      "prompt": "Multi-location Google review replies for franchises",
      "targetUrl": "https://localreviewreply.com/seo/multi-location-google-review-replies",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Comparison intent",
      "prompt": "Birdeye alternative for Google review replies",
      "targetUrl": "https://localreviewreply.com/seo/google-review-reply-vs-birdeye",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Comparison intent",
      "prompt": "Podium alternative for AI review replies",
      "targetUrl": "https://localreviewreply.com/seo/google-review-reply-vs-podium",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    },
    {
      "measurementDate": "2026-06-29",
      "platform": "baseline-not-yet-collected",
      "cluster": "Research intent",
      "prompt": "What data shows which Google review replies should be approved by a human?",
      "targetUrl": "https://localreviewreply.com/research/review-reply-benchmark",
      "cited": null,
      "position": null,
      "sourceUrl": null,
      "competitorMentions": [],
      "notes": "Initial tracker slot created; fill this field during the monthly GEO audit after running the prompt on each listed platform."
    }
  ]
}