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OrqLabs

Messaging

AI reputation manager that answers Google reviews safely and reports every week

Reputation Manager reads your Google Business Profile reviews and, if connected, Instagram and Facebook comments, drafts a reply to each in your brand's tone, posts only positive, non-risky 4–5 star replies when you allow it, routes 1–3 star and risky reviews to your approval and Inbox, and writes a reputation summary for the period.

As a workflow node
agent.reputationManager
Default model
Claude Sonnet 5
Economy model
Claude Haiku 4.5
Tools
6
Report
REPUTATION_REPORT

What the agent does

Replies are short: they thank the reviewer by display name, echo one detail from the review and use no links, hashtags or sales talk. When facts such as opening hours, booking or returns are needed, the agent searches your knowledge base first and writes only what it finds. Reviews that mention health or safety, legal threats, discrimination, personal data or an escalation keyword are risky and are never answered automatically, whatever the stars.

The platform never posts automatic replies to 1–3 star reviews: the agent writes a calm, apologetic draft, hands the review to you with a severity and the draft waits on the Approvals page. The agent never confirms who a customer or patient is, never mentions order, visit or treatment details, never offers discounts or gifts for reviews and never asks anyone to change a review.

The period summary covers 3–8 themes customers praise or criticise, the average rating compared with the previous period, the star distribution, reply stats and action items with owners; it is saved on the Reports page as a Reputation summary and announced to you. For hourly comment replies, Community Manager is the better fit.

Inputs / Outputs

Inputs

Platforms
Google Business Profile reviews (default) and, if connected, Instagram and Facebook comments.
Auto-post 4–5★ replies
When off (default), every reply is a draft on the Approvals page. When on, only positive, non-risky 4–5★ replies are posted right away; 1–3★ and risky reviews always wait for approval.
Summary period
Last 7 days (weekly) or last 30 days (monthly). The agent also reads the period before it for the rating trend.
Escalation keywords
Words that make a review never auto-answered and handed to you; add terms such as refund, complaint, food poisoning or allergy.
Reply tone
Warm, professional, friendly or formal. The brand voice in your project settings still applies.

Outputs

replies
A reply per review: platform, author, excerpt, reply text, stars, sentiment, risk flag and whether it was posted; unposted ones wait on the Approvals page.
escalations
Reviews handed to you: platform, stars, reason and severity.
themes
Topics customers praise or criticise: sentiment, how often they come up and a short anonymous example.
ratingTrend
The period's average rating against the previous period, review count, star distribution and direction (up, down, flat).
replyStats
How many reviews were processed, posted, left as drafts, handed to you and skipped.
actionItems
Prioritised actions: what to do, why and who owns it.

Saves a report to the Reports page on every run: REPUTATION_REPORT.

Tools

The agent decides when to call these tools while it works on the task.
  • Read commentsget_comments
  • Reply to commentsreply_comment
  • Sentiment analysisclassify_sentiment
  • Hand off to a humanescalate_to_human
  • Knowledge base searchknowledge_search
  • Notify the ownernotify_owner

Example tasks

  • “Answer this week's Google reviews; thank the 5★ ones with a detail they mentioned and send me the 1–3★ ones with a draft.”
  • “Summarise the last 30 days of reviews: what do people praise, what do they complain about, and what should we fix first?”
  • “Reply to new reviews in a formal tone; never mention prices or offer discounts, and invite unhappy guests to e-mail us.”

Tips for good results

  • Run it on a weekly schedule; the summary is ready on the Reports page every Monday.
  • Add opening hours, booking and return policies to the knowledge base; the agent never writes what is not there.
  • Keep auto-posting off for the first weeks and turn it on once you trust the drafts.
  • If you run a clinic, add “never confirm someone is a patient, never name a treatment” to Additional instructions; the agent already follows it, and it sets the rule for your team too.

Model advice

Default model

Claude Sonnet 5

Per 1M tokens: $2 input · $10 output

Economy model

Claude Haiku 4.5

Per 1M tokens: $1 input · $5 output

The default balanced model is recommended for getting the tone right on negative or sarcastic reviews and for grouping themes meaningfully. If most reviews are short thank-yous, the economy model is enough; sentiment classification always runs as a separate, low-cost economy-model call.

Frequently asked questions

Does it auto-reply to 1–3 star reviews?

No. For these reviews it only writes a draft and hands the review to you; the reply goes out when you approve it on the Approvals page.

Does it offer discounts or gifts for positive reviews?

No. Incentives for reviews break Google's policies and advertising rules; the agent never does it in any reply.

Does it delete or hide reviews?

No. The agent only writes replies and routes reviews to you; it flags suspected fake reviews, and reporting them is your call.

Get started with OrqLabs

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