- The situation

61 SKUs. 5-6 colour variants each. The wrong rec isn't just unhelpful - it's visible.

Live The Process is not a catalogue problem. It is a precision problem. With 61 SKUs and 5-6 colour variants per style, the entire range is small enough that a shopper can mentally hold it. That means they notice when a recommendation misses.

The customer is a body-conscious female shopper buying into a coordinated aesthetic - RAWCOTTON™ fabrication, sculpting silhouettes, criss-cross detailing. She is not browsing for discovery. She is building a look. And building a look at this price point requires two things simultaneously: positive confirmation (this is what coordinates with what I have) and negative elimination (this is not what I am looking for - narrow it down).

The problem with generic recommendations in a small catalogue is that they create a different kind of noise to a large one. In a 500,000 SKU environment, generic recs are lost in volume. In a 61-SKU environment, generic recs are conspicuous. The shopper sees them, evaluates them, and draws a conclusion about the brand's understanding of their intent.

"When the catalogue is this tight, every recommendation either builds confidence or erodes it. There is no neutral."

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- The category dynamics

Small catalogue. High stakes. The body-conscious shopper needs precision, not volume.

Luxury activewear is a body-confidence category. A shopper buying a sculpting legging at $89 is not just purchasing a garment. She is making a considered decision about how she will look and feel in it. That decision requires certainty at the fit, fabric and co-ordinate level.

Live The Process is built around families of silhouette. The Orion family - legging, bra, shrug - shares a criss-cross design language. The Luna family shares a different construction. The Soma family another. The commercial logic is in the set, not the individual piece.

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With 5-6 colour variants per style, colour matching across the set is where confidence is either built or lost. A shopper who needs the Orion Legging in Black to match an Orion Bra in Black - and sees a recommendation for the Orion Bra in Nude - has not been helped. She has been given work to do.

Dealbreaker™ filter data confirms this precisely: the most-used decision drivers were silhouette attributes - Spaghetti Straps, Fitted, Cropped, High-waisted - and colour/pattern: Black, Solid. Shoppers are not browsing broadly. They are eliminating systematically.

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- The intervention

Visual matching at the colour and silhouette level. Across every variant, automatically.

RecoMelon mapped every product visually - not by tag, not by collection rule, not by historical co-purchase. By what it actually looks like. Fabric texture, silhouette line, construction detail, colour adjacency.

For a brand like Live The Process, this matters at the variant level. Black Orion Legging surfaces Black Orion Bra. Heather Grey Luna Legging surfaces Heather Grey Luna Bra. The colour match is automatic, exact and consistent across the entire range.

Dealbreaker™ filters gave shoppers the elimination layer they needed. Rather than browsing all 61 SKUs to find what didn't fit their criteria, a single filter interaction - Fitted, Black, Spaghetti Strap - surfaces exactly the coordinating options that match. That's not discovery. That's decision architecture.

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- The outcome

$48.70 more per influenced order. Generated by precision, not by volume.

These are behavioural signals - evidence that shoppers who were shown visually coherent co-ordinates acted on them at significantly higher basket values.

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Executive interpretation

A +953% increase in rec clicks from a 61-SKU catalogue is not a volume story. It is a precision story. Shoppers were not clicking more because there was more to see. They were clicking more because what they were shown was exactly what they were looking for. The $48.70 AOV delta is the commercial consequence of that precision - co-ordinate purchases that were always available, but never previously surfaced coherently.

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- Shopper intelligence

What Dealbreaker™ data reveals about the body-conscious activewear shopper.

134 Dealbreaker™ filter types. In a 61-SKU catalogue, that is a meaningful signal. It tells you precisely how shoppers are making elimination decisions - and where a recommendation that ignores those criteria loses the sale.

The dominant decision driver was pattern: Solid vs Pattern. This confirms the core insight about the brand's customer - she is purchasing into a clean, minimal aesthetic. A recommendation that introduces pattern noise is immediately disqualifying.

Silhouette attributes drove the rest: Fitted, Spaghetti Straps, Cropped, High-waisted. These are not just style preferences - they are body-confidence signals. A shopper filtering for Fitted is telling you something specific about what gives her confidence. The recommendation that respects that filter is the one that converts.

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- LiveGrid™ - powered by Sauce Social Commerce

Static grids lack context.
Context is what drives conversion.

Live The Process was built through influencer marketing. Its identity lives in movement, in real bodies, in the editorial context of how the product is actually worn. A static product grid - however well merchandised - cannot communicate that. It shows what the product looks like. It cannot show what it feels like to wear it.

LiveGrid™ changes this. Built in partnership with Sauce Social Commerce, it combines UGC and shoppable video directly with Smart Recommendations - creating a gallery where influencer content, real-world wear and product recommendations appear together. A shopper sees the Orion set on a body she relates to, worn by a creator she follows, alongside the exact items that complete the look - all purchasable in a single interaction.

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For a brand that uses specific influencer partnerships as a premium positioning tool, this is not a nice-to-have. It is the mechanism through which brand equity converts into purchase confidence. The influencer builds aspiration. LiveGrid™ closes it.

"Static grids show the product. LiveGrid™ shows the product being lived in - and makes it shoppable in that moment."

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_{→ LiveGrid™ is the mechanism through which UGC and brand equity converts into purchase confidence. (requires a Sauce subscription)}

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- Strategic takeaway

The size of your catalogue doesn't determine your recommendation problem. The precision required does.

A +953% increase in rec clicks from 61 SKUs is a signal worth examining closely. These shoppers were not clicking because they had more to choose from. They were clicking because what they were shown was coherent with what they came for. Coherence, at this price point and this catalogue size, is the entire conversion mechanism.

And the co-ordinate logic compounds:

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The question for any small-catalogue activewear or apparel brand is not whether your recs could be more accurate. It is: how many co-ordinate purchases are you not getting because your module shows the right style in the wrong colour?

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- Implementation

No tagging. No engineering.
Live in under a day.

The colour-exact co-ordinate logic, the Dealbreaker™ filters, the silhouette matching - none of it required manual curation. RecoMelon's visual mapping understood the product relationships from the images alone. No rules, no tagging taxonomy, no catalogue preparation from the Live The Process team.

The result was a rec module that understood the brand's product logic - set families, colour variants, construction details - better than a rule-based system could, without the operational overhead of maintaining one.

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