Early Access — Limited Spots

Find the product problems
hiding in your reviews.

ShelfClue scans your Shopify reviews, detects repeated complaints, and sends you simple fixes to reduce refunds, bad ratings, and lost sales.

Get Early Access →

Turn customer reviews into product fixes.

48h First report delivered
Weekly Actionable reports
$0 extra AI fixes included
Shopify Native integration
How It Works

Three steps from reviews
to fixed products

No spreadsheets. No manual tagging. ShelfClue does the pattern matching so you don't have to.

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1

Install on Shopify

ShelfClue connects to your store in minutes and scans all your products. Pull in reviews from your existing review app — or upload a CSV if you prefer.

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2

AI detects complaint patterns

Our system clusters repeated issues across hundreds of reviews automatically. "Magnet fell off after 3 days" shows up 47 times? We catch it. You don't have to.

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3

Get a weekly report

Every week: specific fixes, risk scores per product, copy-paste supplier messages, and customer support replies. Ready to act on — no guesswork.

Weekly Report

Everything you need to stop
the bleeding — every week

Not a data dump. A prioritized action list with everything written for you.

📊

Top complaint clusters

Ranked by frequency and severity. Know what is hurting you most before reading a single review.

⚠️

Product risk scores

Every product gets a risk score based on complaint volume, trend direction, and refund signal keywords.

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Real review examples

Actual quotes from customers so you understand the problem in their words, not ours.

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Complaint trend changes

Getting better or worse since last week? Track whether your fixes are actually working.

✏️

AI-generated product fixes

Rewritten product page copy, FAQ additions, updated descriptions — ready to copy-paste.

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Supplier & support messages

Ready-to-send messages to your manufacturer and copy-paste replies for customer support tickets.

💰

Estimated business impact

Projected refund savings and rating improvements if you act on each fix. Put a dollar figure on it.

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Copy-paste ready everything

Nothing to reformat. Supplier messages, support replies, and product copy ready to use as-is.

Who It's For

Built for Shopify sellers
who've heard the same complaint twice

"Built for Shopify sellers who are tired of reading the same complaints and not knowing what to fix first."

Starting with car accessories sellers:

📱 Phone Mounts 📷 Dash Cams 🚗 Seat Covers ✨ Detailing Products 💡 LED Kits 📁 Car Organizers 🚘 Floor Mats + any Shopify store
What ShelfClue Is

Not a review summarizer.
A revenue protection tool.

There is a big difference between "here is what customers said" and "here is what is costing you money and how to fix it."

What it is NOT
  • A generic AI review summarizer
  • A sentiment analysis dashboard
  • Another analytics tool with no action
  • A report you have to interpret yourself
What it IS
  • A refund reduction engine
  • A bad-rating prevention system
  • A product quality feedback loop
  • A done-for-you action plan, weekly

The enemy is invisible product problems eating your margins.

Every refund, every 1-star review, every support ticket about the same issue — that is money leaving your store that did not have to. ShelfClue surfaces these before they compound.

Pricing

Simple pricing.
No surprises.

All plans include weekly reports, AI-generated fixes, and complaint clustering. Pay monthly, cancel anytime.

Starter

Small stores getting started

$29/month
  • Up to 50 products
  • Weekly complaint cluster reports
  • AI-generated product page fixes
  • Copy-paste support replies
  • Trend tracking (better or worse)
Get Early Access
Most Popular

Growth

Growing stores with real volume

$79/month
  • Up to 200 products
  • Everything in Starter
  • Supplier message drafts
  • Product risk scores
  • Estimated impact (dollars saved)
  • Priority email support
Get Early Access

Pro

Larger stores, serious protection

$149/month
  • Unlimited products
  • Everything in Growth
  • Multi-store support
  • API access
  • Custom report scheduling
  • Dedicated account review
Get Early Access

One-time Audits

Not ready for a subscription? Get a one-time deep-dive.

$99
Single Product Audit
Full complaint analysis for one product — clusters, risk score, fixes, supplier message, and support replies.
$299
Full Store Audit
Complete store-wide complaint analysis — every product prioritized by risk, full fix package included.
Early Access

Stop guessing what to fix.

Join the waitlist and get first access when ShelfClue launches. Early members lock in early-access pricing.

FAQ

Common questions

ShelfClue connects directly to your Shopify store and integrates with your existing review apps. You can also upload reviews via CSV if you use a source we do not yet support automatically.
We support the most popular Shopify review apps including Judge.me, Loox, and Stamped. CSV upload works with any review source — if you can export it, we can analyze it.
Your first report is delivered within 48 hours of connecting your store. After that, you receive a new report every week automatically.
Yes. Monthly billing, no contracts, cancel anytime. There are no setup fees or hidden charges.
ShelfClue generates four types of ready-to-use fixes: product page copy rewrites, FAQ additions for your store, customer support reply templates, and supplier or manufacturer messages you can copy-paste directly. All formatted and ready to use — no editing required.