How to use Grok Bot to manage customer reviews, with a person posting.

Grok Bot's documentation names no review platform as a connected app. A Bot can work in a browser on a session a person signed in to, where sites allow it, which makes reading reviews and preparing drafts practical and posting replies a decision the business should keep with a person. Google's own policy for its Business Profile APIs says replies must not be automated or triggered without the user's prior specific and express consent, and Yelp's content guidelines tell users not to use third-party AI tools to create reviews or other content, a rule Yelp applies explicitly to reviews but does not spell out for a business owner's response.

Within those limits, a Bot can take on the repetitive part: collecting new reviews into one place, sorting them by risk, drafting replies in a consistent voice, flagging the ones the owner must handle personally and summarizing what customers keep saying. A person reads every draft, edits it and posts it.

No page of Grok Bot's documentation or Cursor's help pages names Google Business Profile, Yelp or any other review site, as an app or otherwise. The route the documentation does describe is general browser use: Grok Bot can use many browser-based tools, some sites block automation, and logins and similar steps are handed to a person through a takeover of the computer. Signed-in sessions are shared by all of a user's Bots.

That makes review work a custom pattern rather than a product feature, and it should be tested on the business's own accounts before anything is built around it.

On Google, a business must be verified before it can reply to reviews, and owners and managers added to the profile can respond. A practical arrangement is for the owner or a manager to sign in through the Bot's computer takeover, so the Bot can read new reviews in the browser and copy them into a working document. Follow each platform's terms; where a site blocks automated access, a person exports or copies the reviews instead.

Google also offers Business Profile APIs with operations to update and delete review replies, but access needs an application and approval, anyone replying on behalf of a client must get that client's authorization first, and the policy bars automating or triggering replies without the user's prior specific and express consent. Building on it is integration work with its own approval process, not a setting in Grok Bot.

A skill is the right home for the reply rules: how the business addresses reviewers, how it signs off, how long a reply should be, and the things a reply must never contain. Google's own tips belong in it: avoid sending the same thank-you to everyone, be conversational rather than promotional, and never share a reviewer's private information or make personal attacks. Add the business's own rules, such as not naming staff without permission and not mentioning job addresses.

Include three or four real replies the owner is happy with as examples, and a short checklist the Bot runs on its own draft before presenting it: no private details, no argument, no offer or incentive, no fact the business has not confirmed.

Most reviews are routine and a few are not, and the ones that are not should never be answered from a template. Have the Bot sort each new review before drafting. The categories below follow the triage in the guide to responding to customer reviews safely, which covers the method in full.

• GREEN

  Positive or neutral reviews with nothing sensitive in them. The Bot drafts a specific, short thank-you.

• AMBER

  Mixed or mildly negative reviews about service, timing or price. The Bot drafts a calm reply for careful review.

• RED

  Damage, injury, safety, legal mentions, accusations against named staff, a suspected fake review or an extortion attempt. The Bot drafts nothing public; it writes a short brief for the owner.

A positive reply thanks the reviewer for something specific they mentioned and stops there; a promotion in a reply is exactly what Google's tips advise against. A neutral reply acknowledges the experience and offers one useful fact, such as how to book a follow-up visit. A negative reply acknowledges the experience without conceding facts nobody has checked, corrects at most one fact if it must, and gives a private way to continue the conversation.

Two rules apply to every draft, and both come from law and policy rather than taste. A reply must never offer anything in exchange for changing or removing a review: Google and Yelp prohibit incentives, and the FTC's rule on consumer reviews bars incentives conditioned on a review's sentiment. And a reply must never accuse the reviewer of lying or of being fake without grounds, because the same FTC rule, in effect since 21 October 2024, prohibits knowingly or recklessly false public accusations made in response to a review to get it removed or prevented. A suspected fake is reported to the platform, not argued with in public.

Posting is the step to keep human. On Google, a reply appears as the business rather than under the person's name, the reviewer is notified, Google screens replies against its content policies before they appear, and the business can edit or delete a reply later. A reply is public and lasting; it deserves the same attention as any public statement.

In practice, a weekly routine can collect new reviews and prepare a batch of drafts, and the owner reviews and posts them in one sitting. That design avoids depending on a real-time approval: approvals raised by unattended work expire if nobody answers, and the documentation describes nothing that posts to a review site by itself. If the Bot works in a signed-in review page at all, keep its job to reading and drafting, state in its instructions that it must never submit a reply, and have the person post. Which actions stop for approval depends on the tool, the risk and the user's Auto-review rules, so do not rely on an approval card to catch a submitted reply.

Yelp's rules need reading in two parts. For reviews they are explicit: Yelp's support article on AI-generated reviews says any review created with AI software violates its Content Guidelines, because reviewers must write their own reviews from first-hand experience. Its general Content Guidelines, which open by addressing everyone on the site, add one sentence telling users not to use third-party AI tools and chatbots to create reviews or other content, including to draft or revise it. Yelp's pages for business owners, on responding to reviews and on business messaging, say nothing about AI either way: they ask for professional, timely responses through a Yelp Business Account, ask representatives to add a clear photo of themselves, and rule out personal attacks and incentives to change a review. So Yelp's published pages neither expressly prohibit nor expressly allow an AI-assisted owner response, and a person approving the text would not settle the question if the general sentence does apply, since it names drafting itself. Until Yelp says, the lower-risk course is to write Yelp responses yourself, or to ask Yelp's business support before relying on AI drafts there. Where Yelp's pages can be read in the browser, a Bot can still list a new Yelp review and its category; whether the site allows that is something to test, since sites may block automation.

Yelp differs on asking for reviews too. Its guidelines say businesses should never ask customers to write reviews, while Google allows genuine requests without incentives or selective asking. Do not set a Bot to send review requests for Yelp at all, and keep any Google requests open to every customer rather than only the happy ones.

The FTC's rule prohibits businesses from writing, creating or selling reviews that misrepresent the reviewer or their experience, and the FTC's announcement of the rule names AI-generated fake reviews among them. Reviews by the business's own officers or managers need a clear disclosure of the relationship. None of this is a reason to avoid AI for replies; it is a reason to keep the Bot's job narrow and written down, so nobody asks it for something else.

Replies can mislead too. A draft that says a problem never happens, that every customer is satisfied, or that a technician did something nobody has confirmed is an invented fact in public. The drafting skill should forbid claims the facts sheet does not support, and the person posting should check any statement of fact before it goes out. This article describes platform rules and federal law at a general level; it is not legal advice.

Once a month, have the Bot summarize what reviewers keep mentioning, good and bad, and list the red reviews and what happened to each. Compare a sample of drafts with what was actually posted: if the owner rewrites most of them, the voice skill needs work; if the owner rewrites none, check whether anyone is still reading them. Grok Bot can build a styled report or tracker as a Page, and on self-serve plans pages can be shared publicly, so keep a review tracker private.

The useful measure is not how fast replies go out. It is whether the replies are accurate, specific and calm, and whether the red reviews reached the owner every time.

The following is a hypothetical arrangement written for this article. A pest control company's owner signs in to its Google Business Profile through the Bot's computer once. Every Friday morning a routine reads the week's new Google reviews, sorts them green, amber or red, drafts replies for the green and amber ones using the voice skill, and writes a one-paragraph brief for each red one. A new Yelp review is listed with its category but no draft.

That afternoon the owner reads the drafts, edits two, posts them all from the profile, and calls the customer behind the one red review. On the first Friday of the month the routine also summarizes the month's themes. Nothing is posted without the owner, and nothing about the arrangement depends on a feature the documentation does not describe.

Based on the Grok Bot documentation at docs.x.ai as checked on 26 October 2026. Details attributed to Cursor's help pages come from cursor.com/help/grok-bot, checked the same day. The product changes often; check the linked pages before relying on a specific limit. Aevrion Ops is an independent consultancy. It is not affiliated with, endorsed by or a partner of xAI, SpaceXSI or Cursor. Grok Bot is named here only to describe it. Platform rules were checked on Google's, Yelp's and the FTC's own pages on 26 October 2026. Aevrion Ops is not affiliated with, endorsed by or a partner of Google or Yelp.

1. Grok Bot's documentation names no review platform; reading reviews works through a browser session a person signs in to, where the site allows it.
2. Write the reply voice and its forbidden content as a skill, using Google's own tips.
3. Triage first: green and amber reviews get drafts; red reviews go to the owner as a brief.
4. Never offer incentives for changing a review, and never accuse a reviewer of being fake without grounds: Google, Yelp and the FTC rule all bear on this.
5. A person reads, edits and posts every reply; a weekly batch of drafts avoids relying on approvals that expire.
6. Yelp prohibits AI-written reviews and does not say whether AI may help draft an owner's response, so the cautious course is to write Yelp responses yourself.