Collect the review. Answer it well. Keep it earning.
The whole loop, inside your Shopify admin. A customer’s question goes in. A page buyers find you through comes out. Every screen here is the real interface, carrying a demonstration store’s data.
r.BeyondReviews•••
Good evening. 8 reviews still need you tonight.
Thursday 20 August · maisonlumi.com
14Replies sent while you were away
23New reviews while you were away
3Signals detected while you were away
Recommended for you
8 reviews need you– pending and rated 2★ or below
See all →
NP
Nadia Persson1★
Peeled at the edges on day three. Not what I paid for.
Reply to Nadia →
HNHanne NordbyLumi Gel Wrap · Slate 11Arrived with the seal broken. I did not want to risk using it.→
MIMette IversenFinishing BalmCharged twice and I have opened a dispute with my bank.→
TATomás AlvarezStudio Base KitThe instructions assume you have done this before.→
1,248reviews live on your storefront
Average rating4.6
Awaiting moderation46
View full analytics →
Today. The evening view: what came in, and what is still waiting on you.
Sixty seconds inside
In the admin
On your store
r.BeyondReviews•••
Good evening. 8 reviews still need you tonight.
Thursday 20 August · maisonlumi.com
14Replies sent while you were away
23New reviews while you were away
3Signals detected while you were away
Recommended for you
8 reviews need you– pending and rated 2★ or below
See all →
NP
Nadia Persson1★
Peeled at the edges on day three. Not what I paid for.
Reply to Nadia →
HNHanne NordbyLumi Gel Wrap · Slate 11Arrived with the seal broken. I did not want to risk using it.→
MIMette IversenFinishing BalmCharged twice and I have opened a dispute with my bank.→
TATomás AlvarezStudio Base KitThe instructions assume you have done this before.→
1,248reviews live on your storefront
Average rating4.6
Awaiting moderation46
View full analytics →
Request sent
Reminder sent
Status
Reviews
Action
1d ago
–
Asked
0
Send request again
1d ago
–
Asked
0
Send request again
5d ago
1d ago
Reminded
0
Send request again
5d ago
1d ago
Reminded
0
Send request again
28 Jul 2026
31 Jul 2026
Reviewed
1
Send request again
24 Jul 2026
27 Jul 2026
Reviewed
1
Send request again
r.BeyondReviews•••
Reviews
Every review in one desk, sorted by what needs you first.
Search reviews or products…By urgencyFiltersFocus mode FSelect all visible
NP
Nadia Persson2d ago
Lumi Gel Wrap · Nude 04
Peeled at the edges on day three. Not what I paid for.
UrgentPending
HN
Hanne Nordby5d ago
Lumi Gel Wrap · Slate 11
Arrived with the seal broken. I did not want to risk using it.
Human required
MI
Mette Iversen3d ago
Finishing Balm
Charged twice and I have opened a dispute with my bank.
Human required
CB
Chris Bergmann1d ago
Lumi Gel Wrap Kit
Two weeks of wear once I got the prep right. The instructions could say more about it.
Reply ready
DK
Dana Kowalski4d ago
Finishing Balm
Third order this year. The balm is the reason the wraps last.
Reply ready
Scroll for more
CB
Chris Bergmann
Lumi Gel Wrap Kit · submitted 1d ago · email
Verified purchase
4 of 5
Better once I learned the prep
Two weeks of wear once I got the prep right. The instructions could say more about it.
ReplyWhy this reply?
ToneFormalWarmPlayfulEmpatheticApologetic
LengthBriefMediumDetailed
EmphasisReuse originalThanksAdviceMixed
SEO termsnail prep before gel wrapsgel wrap starter kitcheapest gel wraps
SEO keywords (3)
Thank you, Chris, two weeks is exactly what the kit is built to hold. The difference is nail prep before gel wraps: a quick buff and a wipe before the base layer, and the set stays put. We have rewritten the instructions so that step comes first.
246 chars · in the HTML, not the JavaScript
Approve & publish review with reply ⇧ARe-generateReject ⇧RPin as featured
☼
Expectations
Why shoppers bought each item, captured on the post-checkout Thank-you page.
All 24Pending 7Published 13Rejected 3Spam 1ReviewsExpectations
Lumi Gel Wrap · Nude 04PendingSentiment 2/5
Third time ordering this shade. The last set lifted at the edges by day four, so I am hoping this batch is better.
Order 1204 · captured at checkout
Studio Base KitPendingSentiment 3/5
Buying it as a birthday present for my sister, who has never done her own nails before.
Order 1203 · captured at checkout
RBeyondReviews···
SEO Intelligence
Inject search-gap keywords and brand concepts into your AI replies and Q&A answers at scale.
Replies Re-InjectQ&A Re-InjectPast runs
Choose scope
Pick which published replies to rewrite, then calculate the estimate.
Mode
Weave keywords into existing repliesPreserves voice, tone, and hand-edits. Lower risk.
Regenerate replies from scratchFull voice control per rating. Previous text is replaced.
Time
30d90d12moAllCustom
Ratings
Rating
Include
5★
4★
3★
2★
1★
Original tone, length, and emphasis are preserved for all included ratings.
Inject keywords into 1-2★ replies in this run (store default)
Filters changed · recalculate.
Calculate estimate
Maison LumiShopJournalBag
Gel wraps
6 products
Lumi Gel Wrap Kit
£38
4.6 (1,248)
Lumi Gel Wrap · Nude 04
£16
4.4 (312)
Studio Base Kit
£24
4.2 (187)
Finishing Balm
£12
4.8 (96)
Lumi Gel Wrap · Slate 11
£16
4.5 (74)
Lumi Gel Wrap · Ash 07
£16
No reviews yet
In this page’s own HTML, from your repliesnail prep before gel wrapshow long gel wraps last on short nailsMarked below in clay. On the live page they are ordinary sentences, which is the point: a crawler reads the page it is served.
Maison LumiShopJournalBag
Gel wraps
Lumi Gel Wrap Kit
£38
4.61,248 reviews
From customers
+94
What customers say
Customers consistently praise how little prep the base needs and how long the wraps last, with several noting the finish still looks fresh at two weeks.
Priya N.16 August 2026
Genuinely the best I have tried
Completely changed my routine in three weeks. The wraps go on cleanly and hold up through a long day.
Reply from Maison Lumi
Thank you, Priya. We put a great deal of care into the nail prep before gel wraps, so hearing it has become part of your routine is the best feedback we could hope for.
19 August 2026
Chris B.30 August 2026
Better once I learned the prep
Two weeks of wear once I got the prep right. The instructions could say more about it.
Reply from Maison Lumi
Thank you, Chris, two weeks is exactly what the kit is built to hold. The difference is nail prep before gel wraps: a quick buff and a wipe before the base layer, and the set stays put.
30 August 2026
Frequently asked
How long do these last on short nails?
On short nails most people get eleven to fourteen days, a little longer than on long nails because there is less edge to catch. If you are asking how long gel wraps last on short nails, file flush with the fingertip and cap the free edge with the balm: that is the step that buys you the extra days.
Do I need a UV lamp, or do these set on their own?
Can I take these off without acetone?
Maison LumiCheckout
Recently reviewed
2 hours ago
Third order this year. The balm is the reason the wraps last.
Dana K. · verified purchase
2 more landed today
Lumi Gel Wrap Kit£38
Finishing Balm£12
Delivery£0
Total£50
Pay now
Fen & Fell
Outerwear, made to last
Merino Base Layer
£128
4.8(214)
Warm without any bulk. It has replaced three other layers.
Anna R.
Write a review
Accent
#A8324F
Corners
Square
Type
Serif
Spacing
Airy
Kettle & Kin
Roasted weekly
Ethiopia Guji, whole bean
£19
4.9(1,043)
Bright and clean. The grind notes on the bag actually help.
Tom H.
Write a review
Accent
#2C5F8A
Corners
Rounded
Type
Sans
Spacing
Regular
Norrland
Skin, simplified
Barrier Repair Balm
£34
4.7(486)
No sting, no scent. It is the only one my skin has not argued with.
Ines K.
Write a review
Accent
#3A3A3C
Corners
Pill
Type
Grotesque
Spacing
Tight
The same widget in three shops. Colour, corners, type and spacing are read from each store's Shopify theme, not guessed at and not scraped.
Evening. The replies drafted while you were out, and what is still waiting on you.The request went out with the parcel. The quiet ones got one reminder, and nobody was asked twice.A four star lands. The draft answers the customer, and carries the phrase buyers search for.Why each shopper bought, captured at checkout, waiting to be read against the review they leave.Last spring’s replies are rewritten for the words buyers use now, without losing your edits.Every card in the collection carries its rating, in the page itself, before a shopper has chosen anything.The rating under the title, the customers’ own photographs and video, the reviews, and your reply under each one.A recent review beside the total, where a hesitant shopper decides.The same widget in three shops. Colour, corners, type and spacing come from each store’s own theme.
The whole loop, about a minute: five screens in your admin, four on your store. Every one is drawn from the shipped interface, carrying a demonstration store’s data.
CollectAct one
Every review is another page buyers can find you on.
01
Orders
Requests on your schedule. Reminders for the quiet ones. Nobody asked twice, no review left uncollected.
Request sent
Reminder sent
Status
Reviews
Action
1d ago
–
Asked
0
Send request again
1d ago
–
Asked
0
Send request again
5d ago
1d ago
Reminded
0
Send request again
5d ago
1d ago
Reminded
0
Send request again
28 Jul 2026
31 Jul 2026
Reviewed
1
Send request again
24 Jul 2026
27 Jul 2026
Reviewed
1
Send request again
Orders. Requests and reminders, tracked per order.
See the desk and the question queueThe reply desk sorted by urgency, and the questions lifted out of reviews and answered.
02
Reviews
One desk, sorted by urgency. Drafts in your voice, the search phrase underlined, the declined terms shown. One and two star replies never carry phrases.
r.BeyondReviews•••
Reviews
Every review in one desk, sorted by what needs you first.
Search reviews or products…By urgencyFiltersFocus mode FSelect all visible
NP
Nadia Persson2d ago
Lumi Gel Wrap · Nude 04
Peeled at the edges on day three. Not what I paid for.
UrgentPending
HN
Hanne Nordby5d ago
Lumi Gel Wrap · Slate 11
Arrived with the seal broken. I did not want to risk using it.
Human required
MI
Mette Iversen3d ago
Finishing Balm
Charged twice and I have opened a dispute with my bank.
Human required
CB
Chris Bergmann1d ago
Lumi Gel Wrap Kit
Two weeks of wear once I got the prep right. The instructions could say more about it.
Reply ready
DK
Dana Kowalski4d ago
Finishing Balm
Third order this year. The balm is the reason the wraps last.
Reply ready
Scroll for more
CB
Chris Bergmann
Lumi Gel Wrap Kit · submitted 1d ago · email
Verified purchase
4 of 5
Better once I learned the prep
Two weeks of wear once I got the prep right. The instructions could say more about it.
ReplyWhy this reply?
ToneFormalWarmPlayfulEmpatheticApologetic
LengthBriefMediumDetailed
EmphasisReuse originalThanksAdviceMixed
SEO termsnail prep before gel wrapsgel wrap starter kitcheapest gel wraps
SEO keywords (3)
Thank you, Chris, two weeks is exactly what the kit is built to hold. The difference is nail prep before gel wraps: a quick buff and a wipe before the base layer, and the set stays put. We have rewritten the instructions so that step comes first.
246 chars · in the HTML, not the JavaScript
Approve & publish review with reply ⇧ARe-generateReject ⇧RPin as featured
Reviews. Urgent, pending, published, rejected, ordered by what needs you first.
03
Q&A
Questions buried inside reviews, lifted out, answered, published. Every answer is one more thing a search can land on.
r.BeyondReviews•••
Questions & Answers
Questions customers asked, lifted out and answered once.
Pending17Live34Archived6
Search questions or products…Add questionSelect all visible
From review1d ago
How long do these last on short nails?
Lumi Gel Wrap Kit
AI draft answer · awaiting you
From customer2d ago
Do I need a UV lamp, or do these set on their own?
Lumi Gel Wrap Kit
AI draft answer · awaiting you
From review3d ago
Are they safe to put over gel extensions?
Lumi Gel Wrap · Slate 11
No answer yet
From store5d ago
Does the finishing balm work with other brands of wrap?
Finishing Balm
AI draft answer · awaiting you
From customer6d ago
Can I take these off without acetone?
Lumi Gel Wrap Kit
AI draft answer · awaiting you
Scroll for more
From reviewCaptured from review · 1d ago
How long do these last on short nails?
Lumi Gel Wrap Kit
The review it came from“Colour is lovely. I have very short nails and I wanted to know how long they would hold before I bought a second set.” – Rosa Oyelaran, 4 of 5
AI draft answer
On short nails most people get eleven to fourteen days, a little longer than on long nails because there is less edge to catch. If you are asking how long gel wraps last on short nails, file flush with the fingertip and cap the free edge with the balm: that is the step that buys you the extra days.
PublishRegenerateEdit answerReject
Publishing adds this answer to the product page and updates its FAQ schema.
Q&A. Answered once, then working on the product page.
AnswerAct two
The queue isn’t a chore. It’s a publishing schedule.
The best thing it did last night was refuse to write something.
A review lands at 3am. A draft exists minutes later, held for your approval. When it should not speak for you, it writes nothing.
Norrland · overnight07:04, before you opened the app
23reviews landed between 2am and 7am
22drafts written in your voice, waiting for a yes
1the engine refused to answer
Human requiredsurfaces only when triggered
Alex T.Eye Serum
Not for sensitive skin
Used it twice and woke up with my eyelids swollen and sore. I have stopped using it. Disappointed because the balm from you is lovely.
Adverse reaction reported. Nothing was drafted and nothing was queued. A reply here is a health question and a returns decision, so it waits for you.
Every draft is held for approval. On a safety flag it writes nothing at all.
A reply that reads like you, and works like a landing page.
Two sources, one sentence: what buyers actually type into Google, and the messaging your marketing team has already signed off. The engine weaves them in, shows what it declined, and keeps them out of one and two star replies.
Marta R.Verified buyer
Second bag of the Guji and it is still the best filter coffee I have had at home. Bright, clean, no bitterness.
Your replydrafted in your voiceWhy this reply?
Tone
Thankyouforyourreview,Marta.The Ethiopia Guji isa washed process lot,whichaccountsfortheclarityyoudescribe.Fora filter grind wewouldsuggestgoingslightlycoarserthroughthesecondhalfofthebag.RoastingtakesplaceeveryTuesday.
ThankyouMarta.The Ethiopia Guji isa washed process lot,whichisexactlywherethatcleancupcomesfrom.Ifyouareona filter grind,goatouchcoarserforthesecondhalfofthebag.WeroastfresheveryTuesday.
Marta,youhavefoundourfavourite.The Ethiopia Guji isa washed process lot,whichiswhereallthatcleancupcomesfrom.Ona filter grind,nudgeitcoarserhalfwaydownthebaganditkeepsgiving.FreshofftheroastereveryTuesday.
Thankyoufortakingthetime,Marta.The Ethiopia Guji isa washed process lot,sothatcleancupisexactlywhatitshouldbedoing.Ifyouareona filter grind andittightensup,goatouchcoarserforthesecondhalfofthebag.WeroastfresheveryTuesday.
ThankyouMarta,andsorrythebackhalfofthebaggaveyoutrouble.The Ethiopia Guji isa washed process lot,whichiswherethatcleancupcomesfrom.Ona filter grind,goatouchcoarseranditshouldsettle.WeroastfresheveryTuesday.
Approve & publish review with reply ARegenerateReject R
Woven 3
1,790searches a month this page had no words for
Ethiopia Guji590 searches a monthSearch Console gap
washed process880 searches a monthBrand concept cluster
filter grind320 searches a monthSearch Console gap
Declined 2
best coffee beans ukToo broad. It would not read as this store speaking.
espresso grindContradicts the review, which describes a filter brew.
Why that brings trafficA page can only be found for words it contains. These three were not on it, and are now, inside a sentence a customer wrote and you answered rather than in a list nobody reads.
The engine declines what would not survive a human read, and records why. Illustrative store, phrases and search figures.
A reply can also name the product that answers the question next. When your terms shift, the engine re-weaves replies you already published. Nothing goes live until you approve it.
Every other page you publish starts decaying. Yours get rewritten.
A reply from March was written for March. Other tools measure whether old replies still work. This one rewrites them.
See how the rewriting is scopedPick a window and a strategy, keep your hand edits, and see the estimate before anything runs.
04
SEO Intelligence
Pick a time range. The engine rewrites your old replies to carry the words buyers search for now, weaving them into what you already wrote and keeping your hand edits — unless you ask it to start again from scratch. You see the estimate before anything runs.
RBeyondReviews···
SEO Intelligence
Inject search-gap keywords and brand concepts into your AI replies and Q&A answers at scale.
Replies Re-InjectQ&A Re-InjectPast runs
Choose scope
Pick which published replies to rewrite, then calculate the estimate.
Mode
Weave keywords into existing repliesPreserves voice, tone, and hand-edits. Lower risk.
Regenerate replies from scratchFull voice control per rating. Previous text is replaced.
Time
30d90d12moAllCustom
Ratings
Rating
Include
5★
4★
3★
2★
1★
Original tone, length, and emphasis are preserved for all included ratings.
Inject keywords into 1-2★ replies in this run (store default)
Filters changed · recalculate.
Calculate estimate
SEO Intelligence. Retroactive rewriting, scoped and estimated before it runs.
The obvious objection
Weaving a search phrase into a reply to an unhappy customer would be a bad look. It is the first thing anyone asks. So one and two star replies stay out of every run, unless you switch them in yourself.
How it knows when
It is plugged into your Search Console, watching how shoppers find each product and tapping you on the shoulder the moment one slips.
05
Products
Review performance and keyword rankings, per product. Which replies are earning.
06
Summaries
One drafted summary per product, held for the same approval as a reply.
07
The Reviews widget
Read and leave reviews on the product page, in your Shopify theme’s own colours.
08
The FAQ widget
Shoppers get their answers on the page instead of leaving to look.
09
Checkout Review
Recent reviews at checkout, where a hesitant shopper decides.
Pick the shape.
The Reviews widget above is a setting, not a theme you buy into. Six layouts, two directions, three densities, drawn here rather than named, because "masonry" means nothing until you see it.
Layout
List
Cards
Grid
Masonry
Split
Compact
Direction
Down the page
Across
Density
Tight
Cosy
Roomy
Six layouts, two directions, three densities, and every one of them is a setting rather than a theme you buy into. Pick the shape; the colours, corners and spacing come from your store.
Five more places a review can sit.
The three above are the ones most stores start with. These are theme blocks too, on every plan, and the carousels are drawn running off the edge because that is what they do.
Star rating badge
The average and the count, one line under your product title
Cards carousel
Written reviews as a moving row, quote and rating together
Gallery carousel
Photo and video reviews, full bleed
Testimonials carousel
One review at a time, set large
Dynamic carousel
Swipeable stories that open full screen on tap
Five more theme blocks, each one a place a review can sit on your storefront rather than a plan you have to be on. Drawn in a shop's colours, not ours, because that is whose page they land on.
See a drafted summaryOne per product, written from every review it has, waiting on the same approval as a reply.
BeyondReviews
Summaries
The engine drafts one summary per product from your reviews. Approve to publish it on the product page, or reject to discard it.
Lumi Gel Wrap Kit1,248 reviewsAwaiting you
Drafted summary
Customers consistently praise how little prep the base needs and how long the wraps last, with several noting the finish still looks fresh at two weeks. The most common criticism is that the instructions understate the preparation step.
✓Approve & publish to the product page✗Reject
Studio Base Kit187 reviewsAwaiting you
Finishing Balm96 reviewsPublished
Cuticle Oil Pen4 reviewsNot enough yet
When a product gathers enough reviews, the engine drafts a summary here for you to approve.
Summaries. One per product, and none until a product has enough reviews to write one from.Switching, moderation and your dataYour old reviews arrive read and answered, nothing rude gets through, and you can export everything.
10
Your old reviews come too
They arrive read and answered, so you do not start at zero on a new app.
11
Nothing rude gets through
Profanity is filtered before a review ever posts, and questions and requests run through the same gate.
12
Your data stays yours
Export everything you have, whenever you like. No ticket, no export fee, no lock-in.
A star rating tells you something went wrong. It never tells you what.
What your buyers already knowTwo things no other review app does: the gap between what they expected and what arrived, and your own page read back to you.
So the engine asks one question at checkout: what are you hoping for? Weeks later the real review lands, and it compares the two. The gap tells you what to fix — the parcel, the page, or the product.
Norrland · expectation vs realityThis week · 142 pulses · 68% went on to review
At checkout4.04.55.0After the review
Barrier Repair BalmOver-deliveredpage undersells it
Night Cream SPFOver-delivered
Eye SerumMatched
Hydration MistFell shortpackaging
Vitamin C DropsFell shortmessaging gap
Where the shortfall came from10 of 13 describe how it arrived, not what is in the bottle
Packaging6
Defect3
Shipping2
Cosmetic2
Delivery0
Batch alert
Hydration Mist · batch HM-2604-B. 6 packaging complaints in 14 days, against a SKU whose shoppers were the most confident in the store at checkout. That is a transit problem, not a formulation problem.
Expectation at checkout, paired with the review weeks later. That is what separates a product problem from a parcel problem. Illustrative store and figures.
A star average says reformulate. This says change couriers, and names the batch at six orders instead of a season. It splits the answer by why they bought, so you see which of your own promises is the one breaking.
What it does with that, in fullWhy they came, what the gap is worth, the cause, and the three things to press.
First it splits the answers by why they came.
At checkout 383 of these customers wrote why they were buying. Weeks later the same people wrote a review. The engine reads each pair and asks one question: does the review speak to the reason they ordered, and does it say yes. The six reasons below carry 337. The other 46 restocked, which asks the store nothing, or gave a reason too few people shared to make a rate from.
Someone recommended ita friend, a dermatologist, a reviewer they trust
76%
58 pairs
Curiositysaw it somewhere, wanted to try it
66%
44 pairs
Replacing something that stoppeddiscontinued, reformulated, or their skin changed
64%
47 pairs
A giftbuying for somebody else, often against a date
57%
21 pairs
To fix a specific problemredness, dryness, dark circles, breakouts
53%
96 pairs
A promise the page madea named result, a timescale, an ingredient claim
46%
71 pairs
30 points
0%50%100%said it workedsaid it did notnever mentioned it
Reasons customers gave for ordering, and whether the review said it held, last 30 days.
The reason they gave
Said it worked
Said it did not
Never mentioned it
Held
Pairs
Someone recommended it
44
6
8
76%
58
Curiosity
29
6
9
66%
44
Replacing something that stopped
30
11
6
64%
47
A gift
12
3
6
57%
21
To fix a specific problem
51
27
18
53%
96
A promise the page made
33
26
12
46%
71
Customers who came because the page promised something are the least likely to say it held, at 46%. The ones sent by somebody they trust report 76%. Same store, same products, same month.
Norrland · why they came, against whether it held. Illustrative store and figures.
Every gap belongs to an order, so it has a price.
Every reason above belongs to an order, so the gap has a price. This is the revenue that reached customers whose own review said the reason they bought was not borne out.
Silk Face Serum118 pairs
£3,57329% of £12,400
Night Cream SPF81 pairs
£1,53125% of £6,200
Hydration Mist71 pairs
£1,31042% of £3,100
Vitamin C Drops61 pairs
£1,08659% of £1,840
Eye Serum52 pairs
£34554% of £640
Revenue reaching customers whose reason for buying was not borne out, by product, last 30 days.
Product
Revenue
Reason did not hold
Exposed
Pairs
Silk Face Serum
£12,400
29%
£3,573
118
Night Cream SPF
£6,200
25%
£1,531
81
Hydration Mist
£3,100
42%
£1,310
71
Vitamin C Drops
£1,840
59%
£1,086
61
Eye Serum
£640
54%
£345
52
Total
£24,180
£7,845
£7,845of £24,180 in the month, on the five products with enough pairs to read. The sum is the arithmetic above and nothing else: revenue multiplied by the share whose reason did not hold. Nothing is assumed about what those customers do next.
The row to act on is not the worst rate. Vitamin C Drops keeps its promise least often, but Silk Face Serum carries three times the exposure because it sells the most. A rate table alone would have sent you to the wrong product.
Norrland · what the gap is worth. Illustrative store and figures.
It names the cause, and who owns it.
Customer success
When a customer tells you what they are worried about, they are right one time in three.
92wrote a worry into the checkout box
29went on to describe it happening
The other sixty three are objections your product page is not answering, already answered in writing by somebody who had them.
Marketing
Vitamin C Drops is being sold on the thing it does least well.
21bought it for the promise the page leads on
6say the promise was kept
Its star rating has not moved enough to raise a flag anywhere else, which is why this needed the text to find it.
Marketing
A hundred and four customers argued themselves into buying, then wrote that they were wrong.
63arrived worried and were put at ease
41arrived sceptical and were won over
A reviewer who admits they did not expect it to work outsells anything written in-house, and you have their before and after.
What it concludes, and who owns each one.
Then it tells you what to press.
29customers
Customer successNow
Win back the ones who told you first
Named a worry at checkout and then described it happening in the review
Klaviyo listNamed customers, pushed as a segment
Nobodyto email
MarketingNow
Stop selling Vitamin C Drops on the promise it keeps worst
Every order placed against that sentence is a return waiting to be filed
Product pageA sentence to change, not an email to send
6customers
OperationsNow
Hold batch HM-2604-B
Hydration Mist. Damage on arrival, against a SKU whose shoppers were the most confident in the store at checkout
OperationsA batch or a carrier, not a campaign
104customers
MarketingOpportunity
Ask the ones who changed their mind for a photo
Arrived doubtful or nervous, and their own review says the doubt was misplaced. Their before and after is the one piece of copy nobody in-house can produce
Klaviyo listNamed customers, pushed as a segment
Each one is a real group of customers, not a chart.
Your page makes a dozen promises. Your reviews already know which ones hold.
The engine reads your live product page, pulls out each claim it makes, and sets it against every review that speaks to it. Not a sentiment score: the sentence itself, where it sits, and how many buyers backed it, doubted it, or said plainly it was wrong.
Norrland · three claims, as the engine marks them
Calms redness without fragrance
Barrier Repair Balm · page headline
44 back it · 2 doubt it · 1 says no
Supported
Buyers say it in their own words before you do. Worth using harder.
Arrives sealed and travel ready
Hydration Mist · shipping note
12 back it · 5 doubt it · 9 say no
Contested
True under conditions the page does not state.
Visible results in two weeks
Vitamin C Drops · benefits list
9 back it · 7 doubt it · 23 say no
Contradicted
More buyers reject this than confirm it. As written, the page is wrong.
Illustrative store and figures. A verdict is worked out from the counts beside it, so the two can never disagree. Below six reviews the engine refuses to call it at all.
It runs backwards too, listing the phrases buyers keep using that your page never says. Every review app reads your reviews; this one reads your page as well, which is the only way to find which of your own sentences is costing you the sale.
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