THE FIT INTELLIGENCE LAYER FOR FASHION AND CLOTHING ECOMMERCE

euforma: Get Your Free Fit Friction Report

Free Fit Friction Report

Your PDP has a fit problem.
Most brands do not know how big.

Across every segment we have benchmarked, the same gaps appear: sizing infrastructure that leaves shoppers to guess, product pages without a single piece of peer fit evidence, and return signal accumulating quietly with nothing feeding it back into the experience. We will show you exactly where your brand sits.

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Free. No obligation.
25 weighted PDP metrics
Customer sentiment analysis
Five-brand cohort benchmark
Three prioritised interventions
True fit leadership is still wide open.   The brands that build the fit experience first will own the category conversation.
What we found across the market

The findings are consistently unsettling.
Not because the problems are surprising.

Fit friction, sizing confusion, basket abandonment or bracketing behaviours . All erode shopper confidence and brand margins, which is why we research the causes obsessively. And we'd like to share our findings with you.

8%
Personalisation and intelligence
One brand in our study scores below 8% on personalisation and fit intelligence. Shoppers arrive, pick a size, and hope. No self-serve sizing tool. No cross-category logic. No learning loop.
0 / 5
On-site fit reviews
On-site fit reviews are absent from several PDPs entirely. No peer evidence. Nothing to calibrate against at the point of decision. Every purchase made on imagery and hope.
47%
Fit mention rate in reviews
Fit mentions run as high as 47% of all review content on one brand. Nearly half of customers motivated to leave feedback are writing about fit. That is not background noise. That is a category-defining problem.
Goodwill
The fragile position
The brand with the highest customer fit sentiment in one cohort has the lowest infrastructure score. Strong product, no learning loop. A position built on goodwill rather than architecture. The next bad season erases it.
The pattern This holds in premium occasionwear, contemporary womenswear, activewear, and beyond. The segment changes. The infrastructure gap does not.
Sample report

Here is what your report looks like

The data does not flatter everyone. But it always points somewhere useful. The example below is drawn from a real audit of a UK boutique partywear brand. Your report will reflect your brand, your PDP, and your customers.

euforma Fit Intelligence Audit
Five-brand benchmark cohort • PDP Effectiveness & Customer Sentiment Analysis
Sample Report
30.3%
Fit Effectiveness Index
1.0 ★
Customer fit sentiment
47.4%
Fit mention rate in reviews
Urgent
Benchmark position

PDP audit by category

Category Score Result
Core Infrastructure
47%
Contextual Signals
54%
Social Validation
20%
Personalisation & Intelligence
7%
Risk Mitigation
20%

Top 3 prioritised interventions

01Highest impact

A self-serve size recommendation that removes the uncertainty stopping shoppers from committing

Find My Size absent entirely at 0 / 5. Shoppers who cannot resolve their size uncertainty at the point of decision will resolve it elsewhere, usually by not buying at all. Expected conversion uplift: 15%-25%.

02High impact

On-site peer fit evidence that gives hesitant shoppers the social proof they are currently not finding

Social Validation scores 20 / 100. On-site reviews absent entirely. Expected fit-driven return reduction: 20%-30%.

03Medium impact

A fit learning loop that turns every return signal into a more accurate recommendation over time

Returns data integration scores 1 / 5. Without a feedback loop, each new shopper faces the same unresolved variance. Expected return reduction: 20%-30%.

Interventions 02 and 03 are in your tailored report.

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Brands audited5 per cohort
Metrics per audit25
Reviews analysed1,000+

Each brand is benchmarked against a cohort of five comparable brands. Your report shows where you sit on the Fit Effectiveness Index and what the data says about your customers' fit experience.

What is in your report

Five sections. Specific gaps. Prioritised actions.

Your Fit Friction Report is a structured audit of your PDP fit infrastructure set against customer sentiment and cohort benchmark data. It tells you not just where you are, but what to do about it.

01
PDP Audit
25 weighted metrics across five categories: core infrastructure, contextual signals, social validation, personalisation and intelligence, and risk mitigation. Scored and explained category by category.
02
Customer Sentiment Analysis
Fit mentions identified and rated across your Trustpilot reviews. Average fit sentiment score. The recurring themes your customers keep writing about, whether you are reading them or not.
03
Connecting the Dots
A side-by-side view of PDP gaps and the customer experience patterns they are driving. What your infrastructure is missing and what that looks like when it arrives in your returns data.
04
Benchmark Context
Your position on the Fit Effectiveness Index versus a five-brand cohort of comparable brands. The scatter chart that shows you the Golden Quadrant and how far you are from it.
05
Three Prioritised Interventions
The three highest-impact changes you can make, grounded in the specific gaps your audit identifies, with expected conversion and returns outcomes for each one. Actionable, not advisory.
+
Free. Tailored. Yours.
euforma produces every report individually. It reflects your brand, your product pages and your customers. There is no generic version. Request it, and we will build it for you.
What the data points toward

The brands that build the fit experience first will own the category conversation. Improved conversion, fewer fit-driven returns, stronger sentiment scores, and margin that stops disappearing into return postage.

15%-25%
Conversion uplift
Where fit uncertainty is the primary abandonment driver, introducing self-serve sizing intelligence targets a 15%-25% improvement in conversion.
euforma pilot target
20%-30%
Return rate reduction
Where sizing inconsistency is the documented return driver, structured fit feedback and a returns learning loop targets a 20%-30% reduction in fit-driven returns.
euforma pilot target
2-6 months
Target payback period
Based on return rate reduction alone, euforma pilot partners are targeting full payback within two to six months. Your report will indicate where the upside is largest for your brand.
euforma pilot target
Get your report

Request your complimentary Fit Friction Report

It's simple. Tell us your brand and select a date to meet. We'll do the rest. In the meeting we'll share our findings and some insights, and answer any questions you might have.

What happens next We audit your PDP against 25 weighted metrics, analyse your customer sentiment from public review data, benchmark you against a five-brand cohort, and share the deliverables and insights with you in a short meeting, complete with a copy of the report to take away.

We will only use your details to prepare and send your report. No unsolicited follow-up.

Prefer to see it in action first?

Book a 20-minute
commercial conversation

If you would rather talk through your fit challenges before requesting the report, we would welcome the conversation. No slides. No pitch. Just a frank discussion about what the data usually shows and what it means for brands like yours.

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All pilot outcome metrics are targets to be validated through the euforma pilot programme.

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