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Reviews & Reputation
AI Review Response Agent for Retail
Reply drafts for product and store reviews in one consistent voice, whether shoppers bought online, in a branch or by click-and-collect.
Retail reviews come from everywhere: product pages, branch visits, click-and-collect pickups and delivery orders. Keeping replies consistent across all of them is hard. This agent drafts every reply in one brand voice, using your catalog and policies so each answer fits the item and how it was bought. Returns and loyalty rules are quoted correctly, and head office approves every draft.
- One consistent voice across branches, online and click-and-collect
- Returns and loyalty rules quoted correctly in every reply
- Head office approves each draft before it is posted
$2,500
20–30 working days
Optional maintenance $249/mo
What it is
AI Review Response Agent for Retail drafts replies to Google, product and store reviews in one consistent voice. It uses your catalog and policies so each reply fits the item and how it was bought. Its template covers product reviews, store visits, click-and-collect and delivery complaints, and stock comments. Every draft waits for approval.
Why businesses buy it
When each branch answers reviews in its own way, shoppers get mixed messages about returns, stock and loyalty, and the brand feels inconsistent. Many reviews simply go unanswered. This edition drafts every reply from one brand profile and your written policies, so a branch review and an online review read like the same company wrote them. Your approver keeps control of what is posted. The Scope Card sets the voice, formats, destination and testing before you order, so there are no surprises later.
Problems this solves
Each store branch answers reviews differently or not at all
The agent drafts replies to product and store reviews in one consistent voice for your team to approve. Approved replies keep every branch sounding like the same retailer.
Replies miss whether the item was bought online or in store
Drafts use your catalog and policies, so each reply fits the item and how it was bought. Retail templates cover stock questions, click-and-collect and loyalty.
Store feedback rarely reaches the customer experience team in time
Retail review categories sort each review as it arrives, by topic and channel. Your team sees what customers say across stores and online, and approves every reply.
A good fit if
You sell in stores and online, and reviews of each get answered in a different tone, or not at all.
Shoppers mention click-and-collect, stock or loyalty points in reviews, and replies need to get your policies right.
Product reviews sit in your ecommerce platform, such as Shopify, and that or a shared inbox is where drafts should land.
Someone at head office can approve drafts in batches for every branch.
Not the right fit if
You want reviews mined for product quality issues, not answered. See AI Review Intelligence.
You want your best reviews turned into marketing assets. See AI Review Marketing.
Complaints arrive across many channels and need routing to the right store team. See AI Customer Complaint Agent for Retail.
Each branch needs its own local details in replies. Add Multi-Location Setup, when you order.
How it works
- Your brand voice, returns and click-and-collect policies, and loyalty rules are loaded with up to 20 reply examples you like.
- The one destination is connected, for example your ecommerce platform or a shared inbox, so drafts land where your team already works.
- Each review is read for what it is about: a product's fit or quality, a branch visit, a click-and-collect pickup or a loyalty question.
- When the destination is your store platform, catalog and order details help the draft refer to the right item and how it was bought.
- Up to three formats are drafted per review, such as a short public reply, a fuller answer for detailed reviews and a private follow-up.
- The approver you name, for example someone at head office, signs off each draft before it is posted, so every branch sounds the same.
What you provide within 72 hours
Your portal lists these the moment you order. Delivery starts the working day after everything is in and your access is checked.
- Store admin access through a staff account or API app if your ecommerce platform is the destination, or access to a shared inbox, shared securely during intake and never by email.
- Your shipping, returns and refund policies, plus click-and-collect and loyalty rules.
- Product catalog data, if replies should refer to specific items.
- Brand guidelines and ten to twenty past replies you liked.
- The approver for drafts.
- Your business information and one decision-maker.
- An API key for your own AI model account (for example OpenAI or Google Gemini), created for this build with a spending limit.
The 72-hour rule. Send everything on your checklist, including access, within 72 hours of ordering so your build starts on time.
Timeline
Start
Intake verified; policies, voice and destination agreed.
Weeks 1–2
Retail template, review types and reply formats built.
Week 3
Store platform or inbox connected and tested on past reviews.
Weeks 3–4
Your approver checks 25 sample drafts.
Week 4
Two rounds of changes to tone and policy wording.
Go-live
Live, recorded handoff session, support starts.
| Option | Delivery time | Price |
|---|---|---|
| Standard | 20–30 working days | $2,500 |
| Express | 15–25 working days | $2,950 |
| Rush | 10–20 working days | $3,400 |
What you receive at handover
- AI Review Response Agent for Retail configured and deployed
- Retail review categories, tone guide and reply templates
- A connection to one agreed destination system
- A test report using retail scenarios
- An admin guide and recorded 45-minute handoff session
- 30 days of post-launch support
Expected benefits and how to measure them
- Can give shoppers a consistent experience whichever branch they visited
- Helps replies reflect the right product and policy
- Makes it easier to answer reviews across many locations
- Reply rate by branch and online
- Compare reply rates per location in your review platform for the month before launch and the month after.
- Average reply time
- Track it monthly across all locations.
- Branches with unanswered reviews
- Count locations with reviews older than a week and no reply.
Before you start: Record each branch's reply rate and how many reviews went unanswered last month.
These are things to track, not promised results. Outcomes depend on your data, your team and your market.
Running costs
You pay for the build once. Running costs are roughly $20 to $150 a month in AI model usage in your own accounts, moving with how many product and store reviews arrive. POS, inventory, ecommerce platform and CRM subscriptions stay as they are.
AI usage during build and testing is billed to your accounts too.
Ask about running costsCustom requirements
A second destination, replies in more than one language, or more than three formats are outside the Scope Card. Add a note at checkout for a written Change Quote; nothing extra starts until you accept it.
Request a custom versionKeep it running
Monthly maintenance covers monitoring, fixes and change hours, such as a new returns window, a loyalty scheme update or a new store opening. It starts after the 30 days of support.
$249/mo (the minimum fee, includes 2 change hours)
Optional. Starts after the post-launch support period. Cancel any month.
How maintenance worksHow this compares
| Do it yourself with a SaaS tool | Hire a custom agency | Upmark Labs | |
|---|---|---|---|
| Price | A review platform charges monthly by order volume | An agency bills reply writing on a retainer | Ours is one fixed price, shown before you buy |
| Consistency | Templates differ by channel | Depends on the writer | Ours keeps one voice across stores and online |
| Policies | Replies ignore your returns and loyalty rules | Checked by hand | Ours drafts from your written policies |
| Delivery | Fast to install, replies still generic | Weeks to brief | Ours has a fixed delivery time shown before you buy, with faster options |
Questions about this product
Can retail review replies refer to the product that was reviewed?
Yes, when your ecommerce platform is the connected destination and the review is linked to a product. The draft can use catalog details, such as the product name, and order details, such as click-and-collect. Without that connection, replies stay accurate to your policies but more general.
How does the Retail edition keep every branch sounding the same?
All drafts come from one brand profile and one set of reference replies, and they are approved by the same person or team. A review of a city-center branch and one of your online store therefore read alike. If branches need local details, such as opening hours or addresses, the Multi-Location Setup add-on covers them.
Will retail replies quote our returns and loyalty rules correctly?
Yes, from the written policies you provide. A reply about a return, a click-and-collect delay or missing loyalty points uses your wording, not a guess. When a policy changes, update it through monthly maintenance, and later drafts follow the new version.
What does the Retail edition add to the standard review agent?
It adds the Retail template. Its review types for shoppers are product reviews, store visit feedback, click-and-collect and delivery complaints, and stock comments. It is tested on retail scenarios. The base AI Review Response Agent drafts replies to Google and platform reviews for any business. This edition suits retailers with branches as well as a website.
How long does the retail review agent take to deliver?
Delivery follows a fixed schedule shown before you buy, with express and rush options if you want replies running before a peak trading period. Store access, policies, catalog data and past replies are due within 72 hours of ordering, and late items push the delivery date back. You approve 25 sample drafts covering product and branch reviews before launch.
What does the retail review agent cost each month?
Roughly $20 to $150 a month in AI model usage in your own accounts, moving with review volume across stores and online. Retailers with many products and branches sit higher in that range. Monthly maintenance is optional. Its change hours cover things like a new returns window, a loyalty scheme update or a new store opening.
Does a retail reply ever go live without approval?
No. Every draft lands in your one destination and waits for the approver you name, who can edit, approve or discard it. Posting stays a deliberate step, which matters when a reply mentions a refund, a store team or a shopper's loyalty balance.
Guides on this topic
All guides One voice for every store, every product, every review.
Order AI Review Response Agent for Retail and product and store reviews get drafts in one consistent voice that follow your returns and loyalty rules, approved before posting, from a fixed delivery date.
Works well with
Reviews & Research
AI Review Intelligence
Analyses product reviews for quality issues and product insights.
PR, Influencer & Reviews
AI Review Marketing
Turns positive reviews into approved marketing assets and social proof requests.
Revenue
AI Post-Purchase Agent
Runs post-purchase messaging for onboarding, cross-sell and review requests.