Never Fully Dressed
7.5 million video plays.
A community already creating the content.
How Never Fully Dressed connected bold-print UGC to a recommendation engine that understood it - turning community confidence into 3,855 influenced orders and +21.8% AOV uplift in a single month.
→ How NFD's community content became a purchase-closing machine
RecoMelon installs in under a day. First influenced orders in 60min.
No code, no engineering, no catalogue prep.
Message our team on WhatsApp to see how RecoMelon fits your store. Or, run a free PDP audit - see your rec relevance score.
- The situation
Feel good dressing for every body. And a recommendation engine that didn't feel like it.
Never Fully Dressed is not a conventional fashion brand. It is a female-founded community built around inclusive sizing (UK 6-28), multi-wear design and the principle that looking good should feel good. Its community is fiercely loyal. Its UGC is genuinely compelling. Its products - bold prints, multi-wear silhouettes, occasion-ready midi and maxi dresses - inspire exactly the kind of styling content that drives social commerce.
The gap was between that content and the product discovery experience. Shoppers arriving through UGC, influencer content or paid media reached the site with high intent - already sold on the aesthetic, the print, the silhouette. What they found at the PDP level was a recommendation module that didn't understand any of that context. The wrong print alongside the right dress. A mini where the shopper was looking for a midi. A recommendation with no relationship to the occasion the shopper was dressing for.
In a category defined by personal style confidence - where the shopper is asking does this work for my body, my occasion, my wardrobe? - a recommendation that can't answer that question doesn't just miss the sale. It undermines the confidence the brand has spent years building.
"The brand is built on community and confidence. The rec module was doing neither."
The NFD purchase journey - before RecoMelon
Community-driven discovery
Shopper arrives via UGC, Instagram, influencer content or paid media. She already knows and trusts the brand. Purchase intent is high.
Strong first impression
Bold prints, inclusive sizing, confident styling. The brand delivers. She finds the PDP for the dress that caught her eye.
Generic recommendation module
Visually disconnected. Occasion-blind. A mini dress shown alongside a midi occasion piece. No print logic, no silhouette continuity.
Confidence breakMulti-wear opportunity missed
NFD designs are made to be styled - co-ords, layering, repeat-wear. Generic recs surface none of that styling logic.
Single-item basket
AOV stays at store native. The community content that drove the visit never closes the multi-item purchase it was building toward.
Community value left unrealised
- The category dynamics
Bold prints. Inclusive sizing. A community that styles, shares and inspires. None of which generic recs could read.
Never Fully Dressed operates at the intersection of three dynamics that standard recommendation engines handle badly.
The first is print. NFD's catalogue is built around distinctive, bold prints - florals, abstracts, stripes, geometric. A shopper attracted to a floral midi has made a statement about her aesthetic. A recommendation that shows her a plain black wrap dress has not read that statement. It has ignored it.
The second is multi-wear. NFD designs are explicitly built to be worn multiple ways - a dress worn as a skirt, a top worn as a dress. The brand's own identity is built around this versatility. But capturing it in a recommendation module requires understanding the product relationships that make those multi-wear combinations work: fabrication continuity, colour coordination, silhouette compatibility.
The third is community. NFD's audience is one of the most engaged in UK fashion retail. They create UGC at scale. They share how they style, how they layer, how they re-wear. That content is the most credible recommendation engine the brand has - but without a mechanism to connect it to product discovery at the PDP level, it drives traffic without closing the multi-item purchase it was building toward.
Print is identity, not decoration. Shoppers who click on a bold floral have communicated something precise about their aesthetic. A rec that ignores print continuity ignores the shopper's intent entirely.
Multi-wear is the commercial logic. NFD's products are designed to style together. The recommendation opportunity is not just cross-sell - it is completing the wardrobe logic the shopper is already building.
Inclusive sizing raises the stakes. At UK 6-28, fit confidence is the entire conversion mechanism. A recommendation that shows an item in a size or silhouette that doesn't work for the shopper doesn't just miss - it sends a signal about whether the brand understands her.
Community content is the strongest purchase signal available. UGC at NFD is not marketing. It is proof that real people - in real sizes, in real contexts - look and feel good in these clothes. Connecting that proof to product discovery is the commercial opportunity.
- The intervention
Visual alignment across prints, silhouettes and sizes. UGC made shoppable at the moment of intent.
RecoMelon mapped every product in the NFD catalogue visually - by print family, silhouette line, fabrication and colour adjacency. Not by tag, not by purchase history, not by rule.
The result: a floral midi surfaces other florals in the same colour family - not a plain dress that shares a price point. A stripe co-ord surfaces the matching top. A bold abstract print surfaces the pieces that share its colour confidence. Visual coherence, automatically.
Dealbreaker™ filters gave shoppers the elimination layer to navigate inclusive sizing with confidence. Fitted or floaty. Mini or midi. Petite or standard. One interaction narrows the gallery to exactly the silhouettes and lengths the shopper is building her wardrobe around.
LiveGrid™ - built in partnership with Sauce Social Commerce - closed the gap between NFD's exceptional UGC and the product discovery experience. Real community members, in real sizes, wearing real outfits: made shoppable alongside RecoMelon's visual co-ordinate logic in a single gallery. The brand's strongest commercial asset - its community - finally integrated into the purchase journey.
How RecoMelon works for Never Fully Dressed
Visual mapping across print families
Every product mapped by print type, colour palette, silhouette and fabrication - automatically. Floral surfaces floral. Bold print surfaces bold print. No manual tagging, no rules.
Fully automatedMulti-wear co-ordinate logic
Matching co-ords, complementary pieces and wardrobe-completing alternatives surface at PDP level. The styling logic NFD builds into its products finally surfaces in the discovery experience.
Dealbreaker filters for size and silhouette confidence
Fitted or floaty, mini or midi, petite or standard. Shoppers eliminate what doesn't work in one action - navigating an inclusive size range with precision rather than paralysis.
Confidence architectureLiveGrid™ - community content made shoppable
NFD's UGC - real community members, real sizes, real styling - surfaces alongside visual product recs. Community confidence meets purchase intent in one gallery.
Live in under 1 day
- The outcome
+21.8% AOV. 3,855 influenced orders. And a community content engine that finally converted.
These are the signals that matter - not engagement metrics, but order economics and the behavioural proof that visual coherence changes how shoppers buy.
- Orders influenced3,855vs 96 in prior period - +1,913% growth
- UGC-driven orders1,659vs 96 prior period - +1,628% growth
- Gallery impressions2.48Mvs 52,434 prior period - +4,631%
- Video plays7.5Mvs 62,453 prior period - +11,932%
Executive interpretation
A +1,913% increase in influenced orders is not a UX optimisation story. It is a structural change in how the business converts community attention into purchase. The NFD community was already creating 7.5 million video plays worth of intent. RecoMelon and Sauce created the mechanism to close it. The 1,659 UGC-driven orders - from 96 the prior period - are the commercial consequence of connecting community content to a rec module that finally understood what it was recommending next to.
- Shopper intelligence
What purchase confidence looks like when the recommendations are right.
The Sauce Customer Purchase Confidence metric is a proprietary measure of how decisively shoppers move from browse to purchase after engaging with social commerce content. For Never Fully Dressed, it reached 43.3% in the period - more than double the comparison cohort of 20.9%.
This is not a vanity metric. Purchase confidence at 43.3% means nearly half of all shoppers who engaged with Sauce-powered content moved directly to purchase. In a category where shoppers historically hesitate - checking measurements, reading reviews, toggling between sizes - that decisiveness is commercially significant.
The UGC-specific signal is equally telling: 1,659 orders directly attributed to Sauce UGC content, from 96 in the prior period - a +1,628% increase. Real community members, in real sizes, wearing real outfits: the most credible form of social proof in inclusive fashion, finally connected to a purchase-ready product experience.
43.3% purchase confidence. More than double the 20.9% comparison cohort. Shoppers who engaged with Sauce content bought - decisively, at higher basket values, without the hesitation that generic recs create.
473 orders via Product Page Galleries. Zero in the prior period. The Shop Similar gallery on PDPs - which didn't exist before - is now a standalone order channel generating meaningful volume from a standing start.
8,654 customer clicks vs 460 prior period. A +1,781% increase in rec module engagement. Shoppers who had been ignoring the module entirely re-engaged once it showed them something relevant.
212,967 customer interactions vs 5,234 prior period. The community content and product discovery layer is now one of the most active engagement surfaces on the NFD site.
- LiveGrid™ - powered by Sauce Social Commerce
7.5 million video plays. A community that was already creating the content. LiveGrid™ made it shoppable.
NFD's community is one of the most prolific UGC generators in UK fashion retail. Real customers, in real sizes - from UK 6 to UK 28 - styling, wearing and sharing. That content is not supplementary to the brand. It is the brand. It is the proof that the designs work on real bodies, in real life, at every size.
Before LiveGrid™, that proof lived on Instagram and TikTok, separated from the purchase journey by friction. A shopper saw a community member looking confident in a floral midi. She searched for it. She arrived on the PDP. And found a recommendation module that showed her nothing related to what she'd just been inspired by.
LiveGrid™ closed that gap. Community content, product recommendations and purchase intent in a single shoppable gallery. The 7.5 million video plays in the period are not a reach metric. They are evidence that when NFD's content is made purchasable at the moment it inspires, shoppers act on it at scale.
"The community was already doing the work. LiveGrid™ gave it a checkout button."
- Strategic takeaway
The community was the recommendation engine. It just needed connecting to the purchase journey.
The NFD numbers from this period are not the result of discovering something new about the brand's commercial potential. They are the result of connecting what was already there.
7.5 million video plays of community content existed before RecoMelon. 3,855 influenced orders did not. The gap between those two numbers is the gap between community content that inspires and community content that converts. That gap closes when the product discovery experience is coherent enough for a shopper - already confident in the brand, already sold on the aesthetic - to build a basket rather than just a bookmark.
The 3,855 influenced orders, from 96 the period before, is not a projection. It is a measurement of what happens when the infrastructure catches up with the intent that already exists.
The question for any community-driven fashion brand is not whether your customers are creating content that drives purchase intent. They are. The question is: how much of that intent is closing at a basket value that reflects what your community was actually building toward?
- Implementation
No tagging. No engineering. The community content was already there. We just gave it a checkout button.
The print-coherent visual recs, the Dealbreaker™ filters for size and silhouette, the LiveGrid™ community gallery - none of it required manual curation from the NFD team. RecoMelon's visual mapping understood the print families, the co-ordinate relationships and the silhouette logic from the product images alone.
“RecoMelon connected our community content to the purchase journey. The results were immediate.”
- +21.8% AOV - £177.76 Sauce-influenced vs £145.98 store native
- 3,855 influenced orders vs 96 prior period - +1,913%
- 1,659 UGC-driven orders vs 96 prior period - +1,628%
- 2,480,821 gallery impressions vs 52,434 prior period - +4,631%
- 7,526,974 video plays vs 62,453 prior period - +11,932%
- 43.3% purchase confidence - vs 20.9% comparison cohort
- 473 orders via Product Page Galleries - zero in prior period
- Live in under one day - no engineering, no tagging, no catalogue prep
View more case studies
Shopify brands use RecoMelon to fix bounce, grow AOV, and turn PDPs into high-converting discovery tools. Here’s how.
