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Product research for social-commerce sellers

Find the products people are starting to buy.

ShopScout tracks product momentum, competition, pricing and seller activity to help you identify ecommerce opportunities before they become overcrowded.

Products tracked
120
Avg opportunity
62
Trend window
90d

Trending Opportunity

Example data

Kitchen

Portable Cold Brew Bottle

Opportunity

92

90-day opportunity trend

+184% momentum

Momentum
+184%
Competition
Medium
Average selling price
$35.49
Estimated gross margin
60%

Sellers tracked

128

StatusBREAKOUT
92

Example data from the ShopScout demonstration dataset.

Live opportunity feed

Products moving right now

Every product carries an opportunity score, a momentum reading, a competition estimate and a margin scenario. Open one to see the full research view.

View all trending products
MR
94
Momentum
+212%
Competition
Medium
Avg price
$29.95
Margin scenario
62%
Analyze Product
LL

Outdoors

LED Lantern Fan Combo

BREAKOUT
93
Momentum
+171%
Competition
Low–Medium
Avg price
$35.15
Margin scenario
63%
Analyze Product
CP

Fitness

Cold Plunge Tub Cover

BREAKOUT
91
Momentum
+220%
Competition
Low–Medium
Avg price
$80.38
Margin scenario
59%
Analyze Product

All figures shown on this page come from ShopScout’s demonstration dataset and are example data, not verified marketplace sales.

Try it now

Run a category scan without signing up

Pick a category and ShopScout will walk through the same steps it uses inside the product: reviewing competition, checking the price range, measuring momentum and building an opportunity score.

Interactive preview

Find opportunities in a category

No account required. Runs against ShopScout’s demonstration dataset.

Demo analysis
Choose a category

What ShopScout answers

Six questions before you commit inventory

ShopScout is a research command center, not a magic button. It structures the questions that decide whether a product is worth testing.

What is gaining momentum?

Trailing 30- and 90-day demand movement, with a lifecycle stage that tells you whether a product is emerging, breaking out or already cooling.

Is the niche already saturated?

Seller counts, seller growth and a saturation risk reading show how much room is left before a category crowds.

What are sellers charging?

Observed price ranges, the working interquartile band and a median price, so you can see where the market actually clusters.

What could my margin look like?

A full contribution model covering landed cost, marketplace fees, creator commission, advertising, fulfillment and refund allowance.

Which competitors matter?

Track stores you care about and record new listings, price movement, promotions and category mix over time.

What should I research next?

Watchlists, collections and configurable alerts keep your research organized instead of scattered across spreadsheets.

How it works

From category to decision in four steps

STEP 01

Pick a category

Start from a category or niche you can actually source and ship, then narrow with filters for competition, price and margin.

STEP 02

Read the opportunity

Each product gets a deterministic 0–100 score, a lifecycle stage and a plain-language explanation of what is driving it.

STEP 03

Model the economics

Run the numbers with the profit calculator before you request samples, and save the scenario alongside the product.

STEP 04

Watch and revisit

Add the product to a watchlist, group it into a research collection and get alerted when momentum, price or competition shifts.

Questions

What ShopScout does — and does not — claim

Where does ShopScout data come from?
ShopScout is built on a provider-agnostic data layer. Signals arrive through adapters for licensed ecommerce data providers, approved platform APIs, public search and trend sources, CSV imports and admin-curated records. Every stored signal keeps its provider, timestamp, source type and confidence level. The public demo and the bundled starter dataset are clearly labeled demonstration data.
Does ShopScout report actual marketplace sales?
No. ShopScout reports observed activity, estimated momentum, seller counts, public engagement signals and estimated prices. Figures are labeled as estimated or observed, never as verified sales, unless they come from a source permitted to supply verified sales data.
How is the Opportunity Score calculated?
It is a deterministic 0–100 score built from seven weighted components: momentum, seller competition (scored inversely), price stability, margin potential, seller growth, creator activity and product maturity. The same inputs always produce the same score, and the full method is published in the product documentation.
Can ShopScout guarantee a product will sell?
No, and it does not claim to. ShopScout helps prioritize what to research and test next. Sourcing quality, creative, pricing, timing and execution all determine commercial outcomes.
Is ShopScout affiliated with TikTok?
No. ShopScout is an independent product research platform and is not affiliated with or endorsed by TikTok. Where TikTok Shop is referenced, it is treated as a third-party platform.
Can I try it without an account?
Yes. The public demo workspace is open to everyone and needs no registration. It runs on simulated demonstration data so you can explore discovery, product analysis, watchlists, the profit calculator and competitor tracking before signing up.

Still deciding? Open the public demo workspace — no account required.

Spot the product. Understand the opportunity. Move early.

Start free with five product analyses a month. Upgrade when your research volume grows.