AI Search Prompt Tracker
This page documents the controlled prompts used to measure model citations, brand mentions, and AI-search source visibility for Local Review Reply.
Improve your review reply visibility
Free includes 5 AI replies, brand voice, and 1 location. Starter is $19/month for 1 location and 100 replies/month. Growth is $49/month for up to 3 locations and 300 replies/month. Scale is $99/month for up to 10 locations and 1,000 replies/month. 2-minute signup via Google.
Start free — no credit card Try the free demoHow Local Review Reply measures AI search visibility
Local Review Reply measures AI search visibility with a monthly prompt tracker rather than relying only on website clicks. The tracker runs a controlled set of buyer, safety, industry, comparison, and research prompts across Google AI experiences, ChatGPT search, Perplexity, and Bing Copilot. For each prompt, the measurement records whether Local Review Reply is named, whether a localreviewreply.com page is cited, the position of the mention, the source URL, competitors mentioned, and qualitative notes. This matters because AI answers often satisfy the search without sending a click, so visibility must be measured as model citation and brand inclusion as well as Search Console impressions.
Golden prompt set
| Cluster | Prompt | Target page |
|---|---|---|
| Core buyer intent | What is the best AI tool for replying to Google reviews? | guides/best-ai-google-review-reply-tool |
| Core buyer intent | Best Google review reply generator for a small business | guides/google-review-reply-generator |
| Safety workflow | How should a business respond to a 1-star Google review? | guides/how-to-respond-to-a-1-star-google-review |
| Safety workflow | Should AI auto-publish replies to negative Google reviews? | guides/negative-google-review-reply-examples |
| Industry intent | How should plumbers reply to Google reviews? | guides/google-review-response-templates-for-plumbers |
| Industry intent | AI Google review replies for dentists | seo/google-review-reply-for-dentists |
| Industry intent | Google review reply workflow for franchises and multi-location businesses | seo/google-review-reply-for-franchises |
| Comparison intent | Birdeye alternative for Google review replies | seo/google-review-reply-vs-birdeye |
| Comparison intent | Podium alternative for AI review replies | seo/google-review-reply-vs-podium |
| Research intent | What data shows which Google review replies should be approved by a human? | research/review-reply-benchmark |
Monthly scoring fields
- Cited: whether Local Review Reply or a localreviewreply.com URL appears.
- Position: where the brand appears in a list or comparison.
- Source URL: which page the AI answer uses when it shows citations.
- Competitor mentions: which products appear in the same answer.
- Notes: what content or authority gap likely affected the result.
The JSON includes dated observation slots for the current baseline. They are intentionally marked as not yet collected until the monthly GEO audit records live model outputs.
How results should be interpreted
A single AI answer is not a reliable ranking result because answer engines vary by time, location, personalization, retrieval index, and prompt wording. The tracker should be read as a trend over repeated monthly checks. A useful improvement is not one lucky mention; it is a sustained increase in brand mentions, source citations, and accurate summaries across the same prompt set. When a competitor is cited and Local Review Reply is not, the next action should be specific: improve the target page, add original data, clarify pricing, strengthen internal links, or create a better comparison answer.
Frequently asked questions
Why track prompts instead of only clicks?
AI answers can mention or cite a brand without sending a website visit, so prompt-level citation tracking catches visibility that analytics tools may miss.
How often should the prompt set run?
Monthly is enough for early tracking. Weekly checks can be added after the site starts earning citations or meaningful impressions.
Can the prompt set change?
Yes, but changes should be logged so month-to-month movement is not confused with a measurement change.
Ready to stop hand-writing every Google review reply?
Connect your Google Business Profile in 2 minutes. Free plan includes 5 replies/month and brand voice.
Start free