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What a look is
A LookFresh look is a complete outfit: a top and bottom or a dress, shoes, and an outer layer when the weather calls for one. Every piece is in stock at the brand's own store, and you buy it there. Nobody picks the outfits by hand, and no store chooses which of its pieces appear. Written rules do the work, and this page sets them out.
This week, the week of November 9, 2026, there are 806 live looks: 495 for women and 311 for men, across 25 styles. They use 1,980 different products from these stores: Allbirds, Alo Yoga, Everlane, Faherty, Forever 21, Marine Layer, Princess Polly, Taylor Stitch, True Classic and UNTUCKit.
Step 1: the week's weather
Looks are made for weather, not for places. Every week falls into one of five bands:
- Hot: 80°F and up
- Warm: 68–79°F
- Mild: 56–67°F
- Cold: 40–55°F
- Freezing: below 40°F
What we compare with those thresholds is each day's "feel": (2 × high + low) / 3. It leans toward the daytime high, but the low still counts. A 62°F afternoon after a 38°F morning feels like (2 × 62 + 38) / 3 = 54°F: a cold-band day, which means a coat, not a light jacket. The average feel over the seven days of the forecast for your place sets your week's band.
A week is rain-ready when at least two of its seven days are wet. A day counts as wet at 1 mm of forecast rain, or at a 50% chance of rain where the forecast gives one.
Forecasts come from MET Norway and are asked for a grid square about 25 km across, never for your exact location. If we don't know where you are, we don't guess: the page shows the week's best looks from every band and asks you to choose a city.
Step 2: the outfit rules
Each band has its own outfit grammar:
- Hot: a top and bottom or a dress, sandals or sneakers, no outer layer.
- Warm: a top and bottom or a dress, a light layer if any, no boots.
- Mild: no shorts, a layer (a jacket, or a knit on its own), closed shoes.
- Cold: a real outer layer (a jacket, a coat or a rain layer), long hems, and closed shoes: boots, sneakers or loafers.
- Freezing: a warm top (a knit, a sweatshirt or a shirt), long bottoms, a coat and boots. A freezing week may also borrow a cold week's outfit, but only under a real coat and with boots.
A rain-ready week adds a water-friendly outer layer or shoes, and never sandals. Of this week's 806 looks, 83 are rain-ready.
Three rules apply whatever the weather:
- Neutrals plus at most one accent. Black, white, cream, beige, gray, brown and navy go with each other, and so does denim blue on jeans. A look may add one other color family, a print counts as that accent, and only one piece may be patterned.
- At most two pieces from one brand. This week, no live look has more than two pieces from the same brand.
- No outfit repeated within four weeks. When the week's looks are made, any set of pieces used as a look in the previous four weeks is set aside.
Step 3: what goes into the pool
We import clothing only: gift cards, non-apparel items, kids' pieces, underwear and pajamas are skipped. A product the store stops listing, or one that stays sold out for 30 days, is retired from our catalog. To go into a look, a piece has to be in stock at the store, sold in a range of sizes, and linked to its page on the brand's own site.
This Monday's run (November 9) started from 11,780 sellable products, of which 10,085 could fill a slot in an outfit. It worked through 750 segments, one for each gender, style, weather band and budget tier (2 × 25 × 5 × 3), kept the strongest candidates in each, and made 826 looks. Within one gender and weather band, no single store may fill more than 35% of any slot.
Each look is filed in a budget tier by its total, the sum of its pieces' current prices:
- Under $150: 125 looks this week
- $150–400: 348 looks
- Over $400: 333 looks
Step 4: the sold-out check, every day
Every look is checked every night and again after each catalog sync. "Sold out" means the store has no size of that piece available. When a piece sells out, it is swapped for the closest piece in the same slot (a jacket for a jacket), and the look's title, note, price and budget tier are rewritten to match. If nothing fits, the look is withdrawn. Between checks, a look with a piece that has stopped selling is not shown.
Since Monday, 12 checks have swapped 164 pieces and withdrawn 20 looks, which is why 806 of the 826 are live. As of November 13, every piece in all 806 live looks is in stock, and each look's price is the sum of its pieces' current prices.
Step 5: the order is yours
The same 806 looks appear in a different order for different people. Each look is scored for you from what we know: your style (from the style quiz, or worked out from looks you save), the weather band for your place, your sizes, your budget, stores you mark as favorites, your colors, and whether you have seen the look in the last few days. A small, capped signal counts how often a look is saved, bagged or clicked compared with how often it is shown, from visitors who accepted analytics cookies. Anything we don't know adds nothing.
The list is then spread out: no lead piece twice, and no style in more than two of any six neighboring places. A daily shuffle, seeded for each person, changes the order from one day to the next, but not when you reload. Each look says why it is there ("your style", "your weather"), and when a slot falls back to something less personal, the page labels it.
What never affects the order: money. LookFresh may earn a commission when you buy through a link to a store. The scoring has no input for commission, affiliate programs or any payment. No store can buy a place in the order.
The LookFresh score and shoppers' stars
Every look carries two ratings, side by side and never combined.
The LookFresh score is ours, from 3.0 to 5.0. It weighs five things:
- Style (25%): how well the garments belong to the look's style.
- Pieces together (25%): an automated visual review of the pieces laid out side by side.
- Colors (20%): a neutral base with at most one accent.
- Weather (20%): each piece's warmth against the band; a cold or freezing look without an outer layer loses points.
- Value (10%): how many sizes each piece comes in, and the stores' own real price reductions.
All 806 of this week's looks are scored. The median is 4.5, and scores range from 4.1 to 4.8.
Shoppers' stars come only from shoppers: one rating per person per look, counted only after checks that a person left it (at least three seconds on the look, not one of a rapid burst, not a repeat from the same browser, and either a signed-in account or a passed bot check). An average appears only once a look has three counted ratings, and our score is never mixed into it.
Not sure what your style is? Take the style quiz and the Look Book will order this week's looks for your style, your weather and your budget.