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AI Visibility Software vs. a Managed Service, for Restaurants
These are two different categories, not two versions of the same thing. Software gives your team measurement and leaves the work with them. A managed service combines the measurement with accountable strategy and hands-on execution. Capabilities vary considerably by provider in both categories, so read this as a way to frame your own evaluation rather than a verdict on any particular product.
| Dimension | AI visibility software | Managed service |
|---|---|---|
| Question tracking | Usually the core of the product: a set of dining questions scanned on a schedule with results in a dashboard. Depth of coverage and history varies by provider. | Also included, but the question set is built with a strategist and frozen as a baseline. ReleVantage scans daily across ChatGPT, Gemini, and Google AI Mode. |
| Interpretation of results | Charts and scores are produced; deciding what a result means is generally your team's job. Some providers offer guidance or services alongside the product. | A strategist reads the stored answers and sources and identifies likely causes: a missing menu or events page, an out-of-date listing, or a review site carrying something wrong. |
| On-site execution | Typically out of scope. Recommendations may be generated, but rewriting your menu, hours, or private-dining pages is done by you. | Included. Pages are created, rewritten, and restructured, and structured data is aligned to what's actually on the page. |
| Authority and source coordination | Usually reports which sources are cited. Earning coverage on local dining sites and directories is normally not part of the product. | Part of the engagement: pursuing coverage on the local dining sites and directories the answers already rely on, and broadening source diversity. |
| Approvals and governance | Whatever your own publishing process is. Publishing and approval features vary by product; your team typically owns governance. | An explicit approval step. Drafts and anything published under your restaurant's name require sign-off before it goes live. |
| Reporting | Continuous dashboard access, generally self-serve. Exports and scheduled reports depend on the provider. | 24/7 dashboard access plus a monthly performance report against the baseline and a strategy review with a person. |
| Who does the work | Your internal team, using the data the product provides. | The provider's team, with your team approving and setting direction. |
When software is the better fit
- You already have someone who writes menu and site copy, plus a bit of development capacity
- Someone owns interpreting the data and has time for it
- You want continuous data at a lower cost than a service engagement
- Your bottleneck is visibility into what AI says about your restaurant, not the ability to act on it
When a managed service is the better fit
- Nobody on your team has the time to turn findings into published pages or posts
- The gaps span your website, your listings, and review or directory sites at once
- You want one accountable party for measurement and implementation
- You need an approval step before anything is published in your restaurant's name
Where ReleVantage sits
ReleVantage is a managed service with dashboard access. You get 24/7 access to the tracked questions, the full answers, the cited sources, and the status of work in progress, and our team does the diagnosis and the implementation. Coverage is exactly ChatGPT, Gemini, and Google AI Mode, and no placement or timeline is guaranteed.
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