AI visibility guide
Review Your Business Reputation Across the Web
Build a manageable review of listings, customer feedback, and third party coverage, with separate actions for factual errors and legitimate criticism.
On this page
A reputation review should leave you with actions, not a score you cannot explain. Check what customers and publishers say about the business, identify facts that are wrong, and separate those corrections from feedback about the service itself.
This work has value even when you cannot connect it to a search ranking or an assistant recommendation. It helps you maintain accurate information and respond to issues people have raised.
Start with the places people use
List the business profiles, review platforms, marketplaces, and publications that appear in customer conversations or referrals. Add sources cited in assistant answers you are investigating. Begin with those you can review consistently.
For each source, record its URL, what it says about the offer, who controls it, and when you checked it. Keep contact details and account ownership in your internal record, not in a public report.
Do not treat every mention as an endorsement. A directory entry, an independent review, and a copied press announcement have different purposes. Read the surrounding text before classifying them.
Separate three kinds of finding
A factual error is something you can demonstrate: the wrong address, an unavailable service, a discontinued product, or an incorrect requirement. Prepare a correction with a source.
An opinion or experience is someone’s assessment of the business. You may disagree without being able to call it false. Look for the specific issue and decide whether it reveals a service problem you can address.
Missing information leaves a reader without something needed to make a decision. An incomplete marketplace description may need a fuller explanation of scope, compatibility, or support.
An illustrative entry might read: “Directory lists weekend support; current contract covers weekdays; request an update and link to the support terms.” That is a task with an owner and a completion check.
Handle reviews without trying to script them
Invite customers to describe their experience in their own words, following the platform’s rules. Do not supply keyword phrases or make a favorable rating a condition of an incentive.
For Google Maps, incentives, selective requests for positive reviews, and attempts to influence review content are prohibited. Its policy permits requests for reviews of real experiences without those conditions. Google Maps contribution policy, checked September 13, 2026.
A response to criticism should address what you can establish and offer an appropriate route to resolve the issue. Avoid publishing private customer information or claiming a complaint was resolved when you have not confirmed it.
Review the feedback for operational themes. If several comments concern unclear delivery times, the next task may be clearer delivery information and a change to the service process. A new paragraph about quality would not settle the complaint.
Correct descriptions at their source
Update the pages and profiles you control first. If another publisher owns the description, send the exact correction, the supporting page, and enough context to locate the error.
Keep the request proportionate. Correcting an old price does not require rewriting an independent article in your brand voice. The publisher remains responsible for its own wording and judgment.
Where a source copies another page, follow that chain before sending multiple requests. Correcting the originating description may be a sensible first action, but verify each relevant page afterward rather than assuming the update propagated.
Avoid treating agreement as an algorithm
A consistent public record is easier for you to verify. It does not give you a formula for how every assistant evaluates a business.
For local search specifically, Google says prominence includes information such as links and reviews. That is a documented local factor, not evidence that a count of positive mentions predicts recommendations across AI products. Google’s local ranking guidance, checked September 13, 2026.
Keep your conclusions within the evidence. “Three listings corrected” is a result you can confirm. “AI trust increased” needs a definition and a measurement you probably have not established.
Make the review repeatable
At each review, close completed corrections, note unresolved requests, and assign any service changes. Look at identifiable referrals and customer inquiries separately. Do not infer the commercial value of every mention from the number of pages found.
If an assistant repeats an incorrect statement, preserve its wording and check the cited source through the business-description correction guide. If the question concerns earning useful coverage, the guide to mentions and backlinks explains how to assess that work.
Choose a review frequency you can maintain. The useful record is one that stays current enough to guide the next correction.
