A line on the page, in your customers’ words.
A line on the product page, in your customers’ words: this runs small, consider sizing up. It is generated from your reviews rather than written by you, and it updates as the reviews do.
Fit note · storefront preview
LiveCustomers say this runs small. Consider sizing up.
Based on 170 reviews.
Display style
Appearance
Where the sentence comes from
Reviews are classified for fit
Every fit mention is read for direction and the size it refers to, then aggregated per product. A product needs enough signal before anything publishes.
A note is published per product
The verdict is written to a storefront metafield. Products without a clear enough signal simply get no note, rather than a hedged one.
The block renders it
Add the Fit Notes app block to your product template and position it where you want. It picks up your theme’s type and reads the published note for whichever product is on screen.
What you get.
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Four display styles
A plain recommendation, the underlying statistic, both together, or a runs-small to runs-large scale with the marker placed on the evidence.
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Three appearances
Subtle with an accent rule, outlined, or plain text with no framing at all. Accent and background colors are yours to set.
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Optional detail
Show the review count behind the verdict, and name the specific sizes that run small, so the note is checkable rather than a claim.
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Silence when uncertain
Below the confidence threshold nothing renders. A wrong fit note is worse than no fit note, and the scale style deliberately shows a half-step rather than overclaiming.
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Impressions are measured
The pixel records when a note is actually seen, and reports add-to-cart rates for sessions that saw one against sessions that did not.
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Presented as observation
That comparison is reported side by side with no causal badge. Observational cohorts are not an experiment, and the rates are left to speak for themselves.
Specifics
- Display styles
- 4
- Appearances
- 3
- Source
- Your connected review app
- Storefront
- Theme app block
- Measurement
- Impressions + ATC comparison
- Available on
- Plus
Questions we get.
No. The note is generated from the aggregated fit signal, which is the point: it reads as evidence rather than marketing. You control the display style, the appearance, the colors, and whether the review count and specific sizes are shown.
The rest of it.
All featuresFit Analytics
A worklist of the products where fit is losing money, with the evidence behind each verdict.
Read moreAnalytics
Conversion lift: the order rate for shoppers who saw a chart against those who didn’t.
Read moreTheme compatibility
App block on Online Store 2.0, a one-line snippet everywhere else, API for headless.
Read moreLet your reviews do the talking.
Fit Notes turns the fit comments you already have into a line shoppers read before they choose a size.