A 0-100 Product Score
See one overall score that summarizes whether the current product deserves a first content test.
Free TikTok Shop Product Scorer
Paste a TikTok Shop product name or URL to see a 0–100 score for demand, commission fit, competition, and content potential before your first test. No signup.
0 / 500
For reference only. Final product performance can change with price, stock, creator supply, seasonality, and TikTok Shop updates.
Daily loop
How to Score a TikTok Shop Product
Enter a product, review the signals, and use the recommendation to decide a first test.
- 01
Enter the Product
Use a specific TikTok Shop product name so Moras can make a more precise match.
- 02
Read the Score
Review the overall score, grade, and initial testing recommendation.
- 03
Check the Signals
See which dimension supports the score and which one limits the product.
- 04
Plan the Next Test
Move forward, run a controlled test, compare alternatives, or pause the product.
Moras workflow
What You Get
A first-pass product review that separates the signals and turns the result into a decision.
Four Scoring Dimensions
Compare demand, commission fit, competitive room, and short-video content fit instead of relying on one signal.
A Clear Recommendation
Get a practical result: recommended, test first, watchlist, or not recommended for now.
A Next Testing Decision
Use the result to move forward, run a controlled test, compare alternatives, or pause the product.
How Moras Builds the Product Score
Four dimensions form the score: demand 30%, commission fit 25%, competitive room 25%, and content fit 20%. If the source already supplies a composite score, Moras uses that total and still shows the four dimensions for context.
Demand
30/ 100
Commission Fit
25/ 100
Competitive Room
25/ 100
Content Fit
20/ 100
01
Demand
30Points
Why It Matters
Demand estimates whether buyers are already responding to the product. Moras reads available lifetime sales, recent sales, and GMV together so a large historical total does not automatically outweigh current momentum.
What to Avoid
Do not treat lifetime sales as proof that demand is still active. Missing recent-sales data, a slowing listing, or GMV that does not match the unit count can make the opportunity look stronger than it is.
How It's Scored
When the source provides a demand score, Moras uses it. Otherwise, the rule starts at 45 and adds scaled contributions from lifetime sales (up to 34 points), seven-day sales (up to 14), and GMV (up to 8), then caps the dimension at 100.
02
Commission Fit
25Points
Why It Matters
A product can sell and still be a weak creator opportunity when the payout does not justify the work. This dimension combines the listed commission with price fit to estimate whether one conversion can support content production and testing.
What to Avoid
Do not judge the opportunity from commission percentage alone. Recheck the live rate and selling price before testing because commissions, discounts, and listing terms can change after the score is generated.
How It's Scored
The fallback rule starts at 42, adds up to 40 points from the commission rate, and adds 8 points when the current price is between $8 and $60. The result is then capped at 100.
03
Competitive Room
25Points
Why It Matters
Strong demand matters less when every visible hook and demonstration is already crowded. Competitive room estimates whether another creator angle still has a realistic way to enter the market.
What to Avoid
Do not assume that a viral product automatically has room for another copy of the same video. Check how many distinct angles are already visible and whether your audience or proof gives the product a different entry point.
How It's Scored
When the source provides a saturation score, Moras uses it. Otherwise, the rule starts at 84, subtracts up to 26 points as lifetime sales indicate crowding, and adds up to 10 points when recent sales still show momentum.
04
Content Fit
20Points
Why It Matters
A product needs more than demand to work in short video. Content fit looks for enough product information and social proof to support a clear hook, demonstration, comparison, or visible result.
What to Avoid
Products that require a long explanation, rely on claims the viewer cannot see, or have too little listing information are harder to turn into convincing short-form content.
How It's Scored
When a source demonstrability, content-richness, or wow score is available, Moras uses it. Otherwise, the rule starts at 50 and adds 10 points for a title, 8 for an image, 8 for a rating of at least 4.3, and up to 10 from review volume.
Daily loop
How to Read the Product Score
The grade places the score in a range. The recommendation can also reflect the market-entry signal; neither promises sales.
86-100
Grade A
Strong Candidate
The current signals are strong enough to move into a first video test. Verify the live listing before publishing.
74-85
Grade B
Worth Testing
Run a controlled test with one clear hook and demo before producing many variations.
62-73
Grade C
Keep on the Watchlist
Compare the product with alternatives and wait for stronger demand, commission, or content proof.
0-61
Grade D
Skip for Now
Do not prioritize the product unless you have a specific audience advantage or unique proof the score cannot see.
Product signals
Example Product Score Interpretations
These examples use products from the vertical pages. The final score is weighted: demand 30%, commission 25%, room 25%, and content fit 20%.
Kitchen & Dining
Ceramic Pan
Grade A91/100
RecommendationRecommended
Demand94
Commission88
Room90
Content fit92
Why it scores this way
A ceramic pan gives viewers an immediate cooking result, while nonstick, cleanup, heat distribution, and weeknight meal angles create several ways to test the same SKU. The score stays high because the product benefit is visible without making claims the video cannot prove.
Guide for the first test
Open with a real egg or sticky-sauce cleanup test in the first three seconds. Test one cooking result and one cleanup angle, then verify the live commission and stock before scaling variations.
Fragrance
Perfume
Grade B78/100
RecommendationRun a controlled test
Demand82
Commission72
Room79
Content fit77
Why it scores this way
Perfume has an immediate sensory and gifting story, and the bottle, first-spray reaction, layering, and occasion can all be shown. The score is held below A because fragrance is harder to sample through a screen, while authenticity, payout, and return terms can change the economics of a test.
Guide for the first test
Lead with the bottle and a genuine first-spray reaction, then show the occasion or layering angle. Avoid claiming an exact scent match; verify authenticity, commission, and return terms before scaling.
Pet Travel
Dog Car Seat Cover
Grade C66/100
RecommendationWatchlist
Demand61
Commission58
Room72
Content fit75
Why it scores this way
A dog car seat cover has useful proof points - fit, coverage, cleanup, and a real pet setup - so content fit is healthy. Demand and commission are weaker because pet travel products are easy to substitute and the same install angle is already common, which pulls down the final score.
Guide for the first test
Keep it on the shortlist until you have a specific entry point: muddy-paw cleanup, seat coverage, or a real dog ride. Do not produce a batch from a generic install reveal alone.
Home Organization
Storage Box
Grade D48/100
RecommendationNot recommended
Demand45
Commission42
Room55
Content fit49
Why it scores this way
A storage box is easy to understand when the before-and-after is visible, but demand is modest, payout headroom is low, and many listings look interchangeable. Without a specific small-space problem or capacity proof, content fit is not strong enough to offset the weaker commercial signals.
Guide for the first test
Only test this SKU when you can prove a specific advantage, such as fitting a real drawer, closet shelf, or under-bed space. Show dimensions and capacity; otherwise, spend the next shoot on a product with clearer demand or a stronger visual result.
Product signals
Product Signals That Need Caution
Do not prioritize a product from one large number. Check what may weaken the actual opportunity.
Demand Without Recent Momentum
A large lifetime sales number can hide a product that has slowed down. Check whether recent activity still supports the opportunity.
Commission That Does Not Cover the Work
A product can sell and still be a weak creator choice when the current payout does not justify production and testing time.
Crowded Angles With Little Room
If many creators already use the same hook and demonstration, demand alone may not give a new video a useful entry point.
A Benefit That Is Hard to Show
Products that need a long explanation, unsupported claims, or invisible results are harder to sell in a short product video.
Product signals
Before You Choose the Product
Turn the score into a checkable decision before investing more time or budget.
- 01
Verify the Live Listing
Recheck current price, stock, commission, shipping terms, reviews, and any claim you plan to use.
- 02
Name One Visible Selling Angle
Write down the single problem, demonstration, comparison, or result the first video will show.
- 03
Set a Small First Test
Test one or two clear angles first, then use actual video response before scaling production.
Product signals
Why Use This Product Scorer
A fast first screen for deciding where to research, test, or create content next.
Screen a Product Faster
Turn several product signals into one first-pass decision before spending time on scripts and editing.
See What Is Holding the Score Back
The four dimensions separate a demand problem from a commission, competition, or content problem.
Connect Selection to Creation
Move a stronger candidate into a product video without losing the main selling angle identified during scoring.
Avoid Overproducing Too Early
Use the recommendation to choose a small test before committing to a full batch of video variations.
Do not have a specific product yet? Find more opportunities with Product Research.
Your Product Score Is Ready. Turn It Into a Video.
Use the strongest product angle to start creating your video.
More Free Tools
Related tools for the next part of your workflow.
Commission Calculator
Estimate gross affiliate commission from price, rate, and an optional seller discount.
Open the ToolTikTok Shop Video Ideas
Find three filming angles with hooks, shots, and CTAs from one product description.
Open the ToolTikTok Shop Script Generator
Develop spoken lines, timing, and shot directions for a product video.
Open the ToolProduct Scoring, Answered.
No. Use it to create a short list, then check current sales, stock, commission, reviews, price, and creator competition in TikTok Shop.
Turn the Product Score into a Product Video
Moras connects product research with the script, voice, captions, edit, and post copy in one creation workflow.
No credit card required