{
  "name": "Local Review Reply AI Search Prompt Tracker",
  "lastUpdated": "2026-05-11",
  "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": "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": "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": "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": "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": "2026-05-11",
      "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": "2026-05-11",
      "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": "2026-05-11",
      "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": "2026-05-11",
      "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": "2026-05-11",
      "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": "2026-05-11",
      "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": "2026-05-11",
      "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": "2026-05-11",
      "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": "2026-05-11",
      "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": "2026-05-11",
      "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."
    }
  ]
}