Ask ChatGPT about your reviews

Add Reviewflowz to ChatGPT and ask about your reviews in plain language. ChatGPT reads the reviews in your account, in the language they were written in, takes its numbers from the database, and, with your approval, tags reviews, assigns teammates to reviews and saves reports.

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ChatGPT answering review questions through the Reviewflowz plugin: which dental clinic replies least on Google and why, which tour guides Tripadvisor reviewers mention most, which countries rate an app lowest since its last release, and a reply drafted in Portuguese.

Reviewflowz  Which of our 6 clinics has the worst reply rate on Google this month, and what are patients complaining about there?

Working Worked for 11s

  1. Called Reviewflowz list_review_profiles
  2. Called Reviewflowz compare_profiles review_profile_ids: [5120, 5121, 5122, 5123, 5124, 5125], start_date: "2026-09-01", end_date: "2026-09-23", dimension: "replies"
  3. Called Reviewflowz get_reviews review_profile_ids: [5125], start_date: "2026-09-01", ratings: [1, 2]

Westfield answered 13 of its 38 Google reviews this month, a 34% reply rate. Every other clinic is above 75%.

ClinicReviewsReply rate
Westfield3834%
Harbour2778%
Elm Park3385%
Northgate2986%
Old Market3689%
Riverside4193%

Its 1 and 2 star reviews blame front desk waits and surprise bills: 11 of 14 mention one or both.

“Booked for 9:00, seen at 9:50. Then a $85 charge nobody mentioned at check in.” Priya S., 1 star, Google, 18 September

They love how easy we've made it

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  • 5000 AI replies generated

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Ask in a sentence, get the reviews behind it

Ask for the unanswered French one star reviews since the April release, and ChatGPT calls get_reviews with the language, rating, reply status and start date filled in. Each review comes back whole, in the language it was posted: rating, date, reviewer, text, reply, tags and a link. Ask ChatGPT to quote the reviews it used and check the answer against them.

Reviewflowz Show me the unanswered French 1 star reviews since the April release

Worked for 7s
  1. Listing review profiles · Reviewflowz list_review_profiles
  2. Fetching unanswered French 1 star reviews · Reviewflowz get_reviews 
    {
  "start_date": "2026-04-14",
  "rating": 1,
  "replied": false,
  "language": "fr"
}

Here are the three most recent. All three say Speak marks correct pronunciation as wrong.

  1. ★☆☆☆☆ · App Store · Sep 16, 2026 · Camille R.

    Depuis la mise à jour, Speak refuse mon « perro » alors que ma prof d’espagnol le trouve parfait. Dix essais, dix fois faux.

    View on App Store

  2. ★☆☆☆☆ · Play Store · Sep 3, 2026 · Julien M.

    Je dis « Ich möchte einen Kaffee » exactement comme l’audio et c’est marqué incorrect. Avant la version 5.2, tout marchait.

    View on Play Store

  3. ★☆☆☆☆ · Trustpilot · Aug 27, 2026 · Sophie L.

    Je parle espagnol couramment et Speak refuse mes réponses depuis avril. Abonnement annulé.

    View on Trustpilot

Numbers from the database, not from the model

Ask whether your rating moved this quarter and ChatGPT calls get_stats, which computes total, average, star breakdown, replies and reply rate in the database, the same figures your reports show. Add a period for a series by day, week or month. compare_profiles puts two listings, such as App Store and Play Store, side by side on rating, volume, review velocity and reply performance.

Reviewflowz  Did my average rating drop this quarter? Show it by week

Called get_statsstart_date: "2026-01-01", end_date: "2026-03-31"
Called get_statsperiod: "week", start_date: "2026-04-01", end_date: "2026-06-30"

Yes. Your average fell from 4.42 in Q1 (3,204 reviews) to 4.08 in Q2 (3,617 reviews). The turn is the week of 13 April: v5.2 shipped on 14 April, and every week since has averaged about 4.0.

Average rating by week
3.8 4.0 4.2 4.4 4.6 AprMayJun v5.2 3.8 4.0 4.2 4.4 4.6 AprMayJun v5.2
Week ofAverageReviews
6 Apr4.43271
13 Apr4.12289
20 Apr3.97309
27 Apr3.99297

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Your review history imports the moment you connect, so there is something to reply to from the first minute.

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Tags, teammates and reports, when you ask

ChatGPT can tag reviews, assign teammates to them and save custom reports. Name the review in plain language, such as “Camille R., 1 star, App Store: Speak rejected my answer”. By default ChatGPT runs changes that only add and asks before any that remove. Set it to Allow read tools to approve every change. No tool posts a reply or deletes a review.

Reviewflowz Tag Camille's review Speak grader, assign it to Ines, and remove the Bug tag

Worked for 21s

  1. Called tool
  2. Called tool
  3. Called tool
  4. Called tool

Tagged Camille R.'s 1-star App Store review with Speak grader and assigned it to Ines Moreau. Removing the Bug tag needs your approval.

Reviewflowz Primary

Allow ChatGPT to use Reviewflowz?

Removes the “Bug” tag from Camille R.'s 1-star App Store review about the Speak grader rejecting her answer. See details

Reviewflowz untag_review

{
  "review_label": "Camille R., 1 star, App Store: Speak rejected my answer",
  "review_id": 48207316,
  "tags": ["Bug"]
}

Sharing data includes:

Names Camille R.

Set up in four steps

In ChatGPT, turn on Developer mode under Settings, then Security and login. Open Plugins, select +, then Create app and Create MCP App. Name it Reviewflowz, enter https://app.reviewflowz.com/mcp/tools as the Server URL, set Authentication to OAuth and select Create. Sign in with Reviewflowz, approve access, then type @Reviewflowz in a chat and ask your question.

Every tool, permission and plan limit →

1Settings, Security and login: turn on Developer mode

Advanced security

Advanced account security

Adds the highest level of account security by requiring stronger sign-in methods and applying stricter protections to help prevent unauthorized access.

Enroll

Lockdown mode

Helps protect sensitive data from prompt-injection attacks by limiting features that can connect to the web or external services. Learn more

Developer mode

Developer mode Elevated risk

Allows you to add unverified connectors that could modify or erase data permanently. Use at your own risk. Learn more

Enforce CSP in developer mode

When enabled, dev mode apps without a declared CSP get the same restricted default CSP they would in production instead of unrestricted network access. Learn more

Enable device code authorization for Codex

Use device code sign-in for headless or remote environments where the normal browser flow isn't available. Exercise caution in enabling, as device codes can be phished. Never share a device code.

2Plugins, then +, Create app, then Create MCP App

Plugins

Work with ChatGPT across your favorite tools.

  • Create plugin
  • Upload plugin
  • Create app

New Plugin

Create MCP App

3Name it, paste the server URL, keep OAuth, tick and Create

New Plugin

Icon (optional)

PNG only. Best results at 256 x 256 px or larger. Max file size: 10 KB

Name

Reviewflowz

Description (optional)

Explain what it does in a few words

Connection

Server URL Tunnel
https://app.reviewflowz.com/mcp/tools

Authentication

OAuth

Advanced OAuth settings

Review discovered OAuth settings, or enter them manually, then choose a client setup method and configure default scopes

Custom MCP servers introduce risk. Learn more

I understand and want to continue

OpenAI hasn't reviewed this MCP server. Attackers may attempt to steal your data or trick the model into using tools in unintended ways, including destroying data.

Read the guide Back Create

4Sign in with Reviewflowz, then type @Reviewflowz in a chat

Add Reviewflowz to ChatGPT

Sign in with Reviewflowz Cancel

Permissions always respected. ChatGPT is strictly limited to permissions you've explicitly set. Disable access anytime to revoke permissions.

You're in control. ChatGPT always respects your training data preferences. Data from Reviewflowz may be used to provide you relevant and useful information. Learn more

Connectors may introduce risk. Connectors are designed to respect your privacy, but sites may attempt to steal your data. Learn more on how to stay safe

Data shared with this app. By adding this app, you allow it to access: (1) basic information typically shared when you visit a website, such as your IP address and approximate location (learn more), and (2) a summary of your recent context and intent within ChatGPT. Our policies require that apps only access relevant content to respond to your requests.

ReviewflowzWhat's my average rating and reply rate this quarter?

FAQs

Which ChatGPT plans can add Reviewflowz?

Free and paid plans, on the web, with Developer mode turned on. On Business, Enterprise and Edu, a workspace admin may have to allow it first.

What do I paste in?

One URL: https://app.reviewflowz.com/mcp/tools, with Authentication set to OAuth. There is no API key. ChatGPT sends you to Reviewflowz to sign in and approve.

Do I have to tell it to use Reviewflowz?

Type @Reviewflowz at the start of your message, or pick it from the + menu in the composer. ChatGPT then chooses the tool and fills in the filters from your question.

What can ChatGPT see in my account?

Your review profiles, reviews and the replies already posted, statistics, sentiment topics, saved reports, tags and the teammates assigned to reviews. Only for the account you connected, and only the review profiles your access group can see.

What can ChatGPT change?

With the second permission it can add or remove tags on a review, assign or remove teammates on a review, confirm or reject a suggested teammate, and save a new custom report. Depending on your tool setting in ChatGPT, it asks before a change or runs low-risk ones directly; choose Allow read tools to approve each one. It never posts a reply, deletes a review or changes settings, billing or users.

Can I approve reading but not changes?

No. The Reviewflowz consent screen lists both permissions and one Authorize button grants both. To approve every change yourself, set ChatGPT's tool setting for Reviewflowz to Allow read tools.

Can it reply to reviews for me?

It can draft a reply for you to post. No tool posts a reply to a review platform, and the draft is never saved.

How do I disconnect?

Revoke it from Authorized Applications in Reviewflowz at https://app.reviewflowz.com/oauth/authorized_applications. Revoking invalidates its tokens immediately, and ChatGPT can no longer read your account.

Does Reviewflowz see my ChatGPT conversation?

No. Reviewflowz receives only the tool requests ChatGPT sends: the tool name and its parameters, such as a date range or a rating filter.

Can I connect Claude as well?

Yes, with the same URL. Each client holds its own connection, so removing one leaves the other working. See Reviewflowz for Claude.

Do I need a demo to get started?

No. You connect your review profiles and add Reviewflowz to ChatGPT yourself, in under five minutes. 14 day free trial, no credit card.

Ask ChatGPT about your reviews

Connect Reviewflowz to ChatGPT in four steps. No demo required.

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