41 real garments from a mid-market apparel range — knitwear, tailoring, denim, dresses, outerwear, footwear — run through a database of 348 fashion aesthetics. Every match shows the words it was built from, so you can check the reasoning rather than trust a score.
Shoppers increasingly search the way a magazine does — quiet luxury, coastal grandmother, dark academia — and so do the AI assistants now searching on their behalf. Catalogues still describe garments the way a factory does. A garment carrying no aesthetic metadata never surfaces when someone searches by style, however well it fits.
Canvas Overalls
Relaxed overalls in sturdy canvas, with a bib pocket, craftsman topstitching, metal enamel hardware and adjustable straps. Hardwearing and practical for hands-on days.
The marked words are what the three matches below were built from. Nothing else in the row was used.
Canvas, adjustable straps, practical
Matched on overall meaning, not shared vocabulary
Cotton canvas
Catalogue copy is written to be accurate: beige wool coat, cotton cable-knit cardigan. It is accurate, and for discovery it is useless — nobody searching for a feeling types a fibre content. Nothing in an ordinary catalogue connects the factory vocabulary to the one shoppers actually use, so style-based search, whether on your own site, in Google, or inside an assistant answering on a customer's behalf, reaches only the garments somebody has already labelled by hand. Aesthetic tagging is that missing layer, applied across the whole catalogue at once.
The three aesthetics on each garment are a set, not a ranking. They are the closest matches found, and the gap between them is usually too small to name a winner. Treat all three as candidates.
The evidence beside each aesthetic names the exact words from that garment's own title, description, colour and material that produced the match. Four pieces of evidence do not beat two: evidence explains a match, it does not score it. Where a match came from overall meaning rather than shared words, the row says so plainly — 11 of the 123 matches on this page do. Those matches are not wrong, but there is less in them for you to check, and we would rather flag them than let them pass as evidenced.
Four fields only: title, description, colour and material. Price, SKU, stock and vendor pass through untouched and never influence the result. They carry no aesthetic signal, and feeding them in would add noise rather than accuracy.
Every aesthetic also carries strict exclusions: the list of what it rules out. Exclusions are what let a classifier reject a wrong match outright rather than merely rank it lower. Each aesthetic holds 26 attributes in total — colours, materials, textures, silhouettes, occasions, hardware and trim, benchmark brands, formality tier, seasonality. The database separates occasion and regional variants too, so Dark Academia Officewear is distinct from Dark Academia.
Aesthetics move. A tagged file holds up for roughly six to twelve months before the vocabulary shifts underneath it: new aesthetics emerge, others fade, and the words shoppers type change with them. Anything tagged today reflects the taxonomy as it stands today.
Click any garment to open it and see the evidence behind its three matches. The first is open to show what you get.
Half-zip knit in extra-fine merino, with a tall wide collar, ribbed cuffs and a slim, short silhouette. Polished enough for the office, easy enough for travel.
Cropped fitted cardigan in lightweight ribbed ultrafine merino, with a V-neck and full button placket. A refined layer for the workday or an evening out.
Cropped button-front cardigan with a classic crew neckline, knitted from airy alpaca yarn. Soft, unstructured and made for relaxed weekend wear.
Cropped boxy turtleneck in chunky ribbed organic cotton, with a high funnel neck. A warm, low-key staple for cold-weather days.
Boxy crew-neck sweater in chunky rib-stitch organic cotton, with dropped shoulders and ribbed trims. An easy, comfortable choice for casual days.
Oversized menswear-inspired blazer in Italian wool herringbone, with cuff buttons, flap pockets and structured shoulders. Pulls a workday or evening look together.
Roomy menswear-shaped blazer in a soft, fluid weave, with cuff buttons and flap pockets. Tailored enough for meetings, relaxed enough for dinner afterwards.
Traditionally tailored blazer with a notch collar, exaggerated shoulders, relaxed silhouette and three front pockets. Sharp, confident and made for the office.
Draped trench coat with storm flaps, a gathered shoulder detail and a high back slit; belted at the waist or left loose in an A-line. A polished cover-up for unsettled city weather.
Matched on overall meaning, not shared vocabulary.
Long mac coat with a water-resistant finish and lightweight lining. A transitional layer for wet city mornings and unpredictable shoulder seasons.
Matched on overall meaning, not shared vocabulary.
Full-length puffer in a technical recycled shell with lofty insulation. Built for genuinely cold weather, travel days and long spells outdoors.
Matched on overall meaning, not shared vocabulary.
Military-inspired quilted liner, lightweight and packable, with a crew neckline, snap front and side pockets. An easy utilitarian layer for cool, in-between weather.
Matched on overall meaning, not shared vocabulary.
Oversized linen shirt dress with a notched collar, button front, short sleeves and utility patch pockets. Breathable and easy to wear through a warm working day.
Fully lined midi dress in 100% linen, with a crew neckline, waisted A-line shape, long sleeves and side pockets. Effortless for warm-weather occasions.
Matched on overall meaning, not shared vocabulary.
Oversized linen shirt dress with a point collar, button front, chest pockets, short sleeves and a high-low hem. Airy and relaxed for hot days and holidays.
Two-part dress pairing a stretch-knit top with a voluminous woven skirt. Fluid and feminine, made for warm evenings and unhurried summer days.
Matched on overall meaning, not shared vocabulary.
Poplin dress with a subtle sheen, a form-fitting smocked bodice, bra-friendly straps and a tiered midi skirt. Romantic and light for spring and summer occasions.
Matched on overall meaning, not shared vocabulary.
Loose, airy caftan dress in a lightweight weave, with a stand collar, short sleeves, button placket and high side slits. Made for heat, travel and unstructured days.
Body-skimming ribbed midi dress with a cutaway neckline and bra-friendly straps. Minimal and sleek, equally at home day or evening.
Matched on overall meaning, not shared vocabulary.
Relaxed overalls in sturdy canvas, with a bib pocket, craftsman topstitching, metal enamel hardware and adjustable straps. Hardwearing and practical for hands-on days.
Matched on overall meaning, not shared vocabulary.
High-waisted slouchy chino in a smooth, breathable weave, with a curved leg and asymmetrical back pockets. Relaxed enough for weekends, neat enough for the office.
High-rise wide-leg trouser in fine-wale corduroy, with welt pockets and a seventies-inspired yoke. Textured and warm for autumn days.
High-rise cropped barrel-leg pant in medium-weight twill, with utilitarian paneling and patch pockets. Rugged and practical for everyday wear.
High-rise wide-leg pant with a snug waist and a leg-lengthening line. A clean, versatile staple for the working week.
High-rise straight-leg pant in a soft, sturdy twill. A simple, hardwearing everyday trouser.
Tapered pull-on pant in a soft wrinkle-resistant knit, with an elastic waist and pintuck detailing. Comfortable enough for flights, tidy enough for the office.
Extra-high-rise straight-leg jean in premium organic denim with a touch of stretch. A sturdy everyday staple that wears in over time.
Extra-high-rise A-line wide-leg jean in premium organic denim with a touch of stretch. Retro in line and easy for daily wear.
High-rise tapered barrel-leg jean with workwear side paneling, adjustable hem straps and multiple pockets. Utilitarian and built for practical days.
Mid-rise wide-leg jean, slouchy through the hip and leg, in a lightweight organic weave with a removable matching belt. Casual and unfussy for warm weather.
Straight-fit jean nodding to vintage mariner trousers, with slant pockets, a centre-front press and clean welt back pockets. Nautical in spirit and smart for daytime.
Matched on overall meaning, not shared vocabulary.
High-rise jean, slim through hip and thigh with a gentle flare below the knee, in organic denim with comfort stretch. A classic everyday silhouette.
Mid-rise loose denim short hitting just above the knee, in a medium-weight rigid weave. Simple and hardwearing for hot days.
Leather loafer with a tapered toe, stitch detailing, a stacked heel and a cushioned insole. Smart enough for the office, comfortable enough to walk in.
Leather flat with a sculptural square toe, higher throatline and cushioned insole. Delicate and easy to wear from day into evening.
Nappa leather Mary Jane with a sculptural square toe and a soft elastic strap. Neat and understated for everyday wear.
Vintage-inspired low-top court sneaker in soft nappa leather. Clean and sporty for casual everyday wear.
Relaxed half-zip sweatshirt in certified organic french terry, with dropped shoulders and side pockets. Soft and easy for downtime and weekends.
High-rise tapered jogger in certified organic french terry, with an elastic waistband and side pockets. Comfortable for lounging, errands and travel.
Extra-high-waist performance legging with minimal seams, light compression and a sweat-wicking finish. Made for training, studio sessions and active days.
Matched on overall meaning, not shared vocabulary.
Extra-high-rise seamless bike short with a ribbed waistband and an 8-inch inseam. Smooth and supportive for workouts and warm-weather movement.
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