{"generated_at":"2026-10-29 07:47 UTC","n_audiences":12,"model":"@cf/meta/llama-3.3-70b-instruct-fp8-fast","vocab_size":92,"method":"Each audience gets 8 decor words from two sources. Qloo arm: the top 8 of Qloo's ranked decor tags after the published filter. LLM arm: the model is shown the same pooled word list (92 words) and asked for the 8 that fit the audience; 3 runs at temperature 0.7.","summary":[{"label":"Agreement: share of the LLM's 8 picks that are also in Qloo's top 8 for that audience (mean of 3 runs)","qloo":"–","llm":"0.19"},{"label":"Between-audience similarity of the word sets, Jaccard (lower = more audience-specific)","qloo":"0.06","llm":"0.15"},{"label":"Distinct words used across all audiences","qloo":"61","llm":"39"},{"label":"Most repeated word across audiences","qloo":"Vintage (6 of 12 audiences)","llm":"Vintage (7 of 12 audiences)"},{"label":"Repeatability on re-run, Jaccard (1.00 = identical)","qloo":"1.00","llm":"0.78"},{"label":"Share of picked words that map to a rule in the table","qloo":"0.86","llm":"0.89"},{"label":"Audit trail per word","qloo":"affinity, rank, filter decision, rule","llm":"none (a bare list)"}],"rows":[{"audience":"Slowdive, Aesop, A24","qloo":["Retro","No Frills","Speakeasy","Minimalist","Vintage","Artistic","Trendy","Cozy"],"llm":["Vintage","Artistic","Cozy","Artsy","Eclectic","Individually Decorated","Dimly Lit","Intimate"],"overlap":0.375},{"audience":"Phoebe Bridgers, Aesop","qloo":["Minimalist","Old School","Cozy","Artistic","Industrial","Dark Wood","Casual","Vintage"],"llm":["Vintage","Artistic","Cozy","Bohemian","Eclectic","Intimate","Whimsical","Dimly Lit"],"overlap":0.2916666666666667},{"audience":"Travis Scott, Supreme","qloo":["Trendy","Chic","Polished","Urban","Artsy","Ornate","Art Deco","Stylish"],"llm":["Industrial","Trendy","Eclectic","Urban","Hip","Vibrant","Industrial Chic","Artsy"],"overlap":0.375},{"audience":"Luke Combs, Yeti","qloo":["Vibrant","Beachy","Western","Airy","Old World","Upscale","Coastal","Nautical"],"llm":["Rustic","Cozy","Inviting","Natural","Warm","Country Chic","Rustic Chic","Homey"],"overlap":0},{"audience":"BLACKPINK, Glossier","qloo":["Homey","Contemporary","Vintage Chic","Retro","Vintage","Warm","Mid Century","Quirky"],"llm":["Trendy","Chic","Luxury","Sophisticated","Contemporary","Stylish","Polished","Elegant"],"overlap":0.125},{"audience":"Norah Jones, Louis Vuitton","qloo":["Charming","Artistic","Simple","Rustic Chic","Intimate","Classy","Posh","Elegant"],"llm":["Vintage","Artistic","Cozy","Inviting","Tasteful","Elegant","Sophisticated","Luxurious"],"overlap":0.25},{"audience":"Kendrick Lamar, Nike","qloo":["Opulent","Sleek","Vintage","Colorful","No Frills","Refined","Contemporary","Sophisticated"],"llm":["Industrial","Urban","Trendy","Hip","Eclectic","Vintage","Artsy","Industrial Chic"],"overlap":0.125},{"audience":"Taylor Swift, Sephora","qloo":["Unique","Refined","Boutique","Minimalistic","Old School","Whimsical","Sleek","Art Deco"],"llm":["Trendy","Chic","Eclectic","Colorful","Vibrant","Luxury","Elegant","Sophisticated"],"overlap":0},{"audience":"Johnny Cash, Harley-Davidson","qloo":["Classic","Sleek","Historical","Contemporary","Old World","Romantic","Rustic","Sophisticated"],"llm":["Rustic","Vintage","Dark Wood","Old School","Industrial","Rustic Chic","Vintage Chic","Dimly Lit"],"overlap":0.125},{"audience":"Daft Punk, Apple","qloo":["No Frills","Intimate","Warm","Retro","Trendy","Classy","Vintage","Art Deco"],"llm":["Minimalist","Industrial","Industrial Chic","Sleek","Chic","Sophisticated","Contemporary","Luxury"],"overlap":0},{"audience":"Bad Bunny, Zara","qloo":["Luxury","Tropical","Colorful","Unpretentious","Music Themed","Refined","Bohemian","Elegant"],"llm":["Vintage","Artistic","Trendy","Eclectic","Vibrant","Colorful","Urban","Industrial Chic"],"overlap":0.125},{"audience":"Fleetwood Mac, Anthropologie","qloo":["Retro","Cozy","Country Chic","Eclectic","Vintage","Historic","Rustic","Charming"],"llm":["Bohemian","Vintage","Eclectic","Cozy","Inviting","Artsy","Vintage Chic","Charming"],"overlap":0.4583333333333333}],"notes":["The word list is pooled from Qloo's own output, so the LLM arm borrows Qloo's vocabulary: this is the easiest setting for the LLM.","Agreement is not correctness. A high overlap means a capable LLM mostly reproduces Qloo's picks, so Qloo's contribution there is evidence and repeatability, not different answers.","No claim is made that either arm produces a better design. The comparison measures specificity, repeatability and traceability only.","One model, 12 audiences, one temperature. Treat the numbers as indicative."]}