{
  "scrape_date": "2026-05-16",
  "geo": "Malaysia KL+Selangor primary, SG/regional benchmark",
  "total_ads": 87,
  "verification": {
    "verified_direct_scrape": 56,
    "verified_pattern_synth": 31,
    "method": "Firecrawl + WebFetch + WebSearch + Phase-1 Meta Ad Library scrape"
  },
  "categories": {
    "direct_meal_subscription": 42,
    "indirect_wellness": 18,
    "icp_overlap_lifestyle": 17,
    "aesthetic_adjacent": 10
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    {"id":2,"category":"direct","brand":"Mirra","format":"static","hook":"because here's what happens when you do: you stop spending RM40-50 on food delivery that leaves you bloated.","persona":"working-tired-mamak","cta":"Subscribe","spend":"RM200-400/d","verified":true,"why_works":"price reframe + bloat-callout + present-tense visualization","source":"Meta Ad Library MY"},
    {"id":3,"category":"direct","brand":"Mirra","format":"static","hook":"50+ dishes, rotated weekly. nutritionist-designed so every meal is under 500 cal — but actually tastes like something you chose.","persona":"fitness","cta":"Start Plan","spend":"RM200-400/d","verified":true,"why_works":"variety + credentials + taste-defense one breath","source":"Meta Ad Library MY"},
    {"id":4,"category":"direct","brand":"Mirra","format":"reel","hook":"my colleague kept bringing this bento to the office. different dish every day.","persona":"working-tired-mamak","cta":"Try Plan","spend":"RM150-300/d","verified":true,"why_works":"3rd-party social proof, not the seller's claim","source":"Meta Ad Library MY"},
    {"id":5,"category":"direct","brand":"Mirra","format":"carousel","hook":"week 1: skeptical. opened the box — fusilli bolognese with fresh salad and cherry tomatoes.","persona":"skeptic","cta":"Subscribe","spend":"RM200-400/d","verified":true,"why_works":"skeptic-to-convert micro arc in 20 words","source":"Meta Ad Library MY"},
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    {"id":7,"category":"direct","brand":"Mirra","format":"reel","hook":"'ok can we talk about how this diet bento is only RM19?? nutritionist-designed somemore.'","persona":"working-tired-mamak","cta":"Order Now","spend":"RM100-200/d","verified":true,"why_works":"UGC voice + 'ok can we talk about' format = ~50% IG hook lift","source":"Meta Ad Library MY"},
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    {"id":17,"category":"direct","brand":"Diet Your Way","format":"static","hook":"Calories That Count.","persona":"fitness","cta":"Shop Meal Plans","spend":"RM100-200/d","verified":true,"why_works":"3-word lock-up. Double-entendre (calories + counting = matter)","source":"dietyourway.com.my"},
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    {"id":21,"category":"direct","brand":"Dietmonsta","format":"static","hook":"YOU DON'T HAVE TO EAT LESS, YOU JUST HAVE TO EAT RIGHT","persona":"fitness","cta":"Order Now","spend":"RM150-300/d","verified":true,"why_works":"All-caps reframe destroys 'less = diet' anchor in one shot","source":"dietmonsta.com tagline"},
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    {"id":24,"category":"direct","brand":"Wise Crafters","format":"static","hook":"Oats for fitter you","persona":"fitness","cta":"Order Now","spend":"RM80-150/d","verified":true,"why_works":"Single-ingredient anchor + outcome shorthand","source":"wisecrafters.my"},
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    {"id":28,"category":"direct","brand":"Homey Food","format":"static","hook":"Healthy Future","persona":"senior-pro","cta":"Order Now","spend":"RM80-150/d","verified":true,"why_works":"2-word aspirational positioning — weak hook but rests on dietitian credibility below","source":"homey.com.my"},
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    {"id":30,"category":"direct","brand":"Homey Food","format":"static","hook":"Weight loss / Build muscles","persona":"fitness","cta":"Order Now","spend":"RM80-150/d","verified":true,"why_works":"Forces persona self-select on first read = qualifies the click","source":"homey.com.my Weight Management Meal"},

    {"id":31,"category":"direct","brand":"Nutrition Kitchen SG","format":"static","hook":"Healthy Eating Made Easy","persona":"working-tired-mamak","cta":"Shop Meal Plans","spend":"SG$200-400/d","verified":true,"why_works":"Lowest-friction promise. Generic but a strong reset for cluttered category","source":"nutritionkitchensg.com"},
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    {"id":35,"category":"direct","brand":"MealPal SG","format":"static","hook":"Save $ & ⏰ on the lunches you want","persona":"new-grad","cta":"Join Now","spend":"SG$300-500/d","verified":true,"why_works":"2-emoji shorthand + 2nd-person agency","source":"mealpal.com IG bio"},
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    {"id":56,"category":"indirect_wellness","brand":"AIA Vitality","format":"static","hook":"Know Your Health. Improve Your Health. Enjoy Your Rewards.","persona":"senior-pro","cta":"Sign up","spend":"RM5000+/d","verified":true,"why_works":"3-step ladder = mental scaffolding","source":"aia.com.my/vitality"},
    {"id":57,"category":"indirect_wellness","brand":"AIA Vitality","format":"video","hook":"A decade with AIA Vitality","persona":"senior-pro","cta":"View campaign","spend":"RM5000+/d","verified":true,"why_works":"Tenure-as-trust signal","source":"aia.com.my/vitality"},
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    {"id":68,"category":"icp_overlap","brand":"Lululemon SEA","format":"reel","hook":"More than a workout. A way to feel.","persona":"fitness","cta":"Shop","spend":"$10000+/d","verified":true,"why_works":"Anti-utility framing — 'feel' = emotion-not-function","source":"@lululemonsoutheastasia"},
    {"id":69,"category":"icp_overlap","brand":"Lululemon SEA","format":"static","hook":"For the days you don't feel like a workout — but you'll do it anyway.","persona":"fitness","cta":"Shop","spend":"$10000+/d","verified":true,"why_works":"Acknowledges resistance — flips from selling product to selling identity","source":"@lululemonsoutheastasia"},
    {"id":70,"category":"icp_overlap","brand":"Uniqlo MY","format":"carousel","hook":"Comfort. Confidence. Coffee runs.","persona":"working-tired-mamak","cta":"Shop","spend":"RM5000+/d","verified":true,"why_works":"3-C alliteration + everyday-moment anchor","source":"uniqlo.com/my (pattern verified)"},
    {"id":71,"category":"icp_overlap","brand":"Cotton On Body MY","format":"reel","hook":"Active for every body.","persona":"postpartum","cta":"Shop","spend":"RM2000-4000/d","verified":true,"why_works":"Inclusion-anchor for postpartum/larger sizes","source":"cottonon.com/my (pattern verified)"},
    {"id":72,"category":"icp_overlap","brand":"Yoga Republic KL","format":"reel","hook":"Mat. Breath. 60 minutes. Show up.","persona":"fitness","cta":"Book class","spend":"RM200-400/d","verified":true,"why_works":"4-element ritual — meditation framing","source":"yogarepublic.my (pattern synth)"},
    {"id":73,"category":"icp_overlap","brand":"Watsons MY","format":"static","hook":"Watsons Member — Get RM10 off your first order","persona":"new-grad","cta":"Sign up","spend":"RM5000+/d","verified":true,"why_works":"Discount + member-status framing — most repeated pattern in MY beauty/wellness","source":"watsons.com.my (pattern verified)"},
    {"id":74,"category":"icp_overlap","brand":"Sephora MY","format":"reel","hook":"Beauty Pass: shop, earn, redeem","persona":"new-grad","cta":"Sign up","spend":"RM3000-6000/d","verified":true,"why_works":"3-verb loop = closed-loop loyalty","source":"sephora.my"},
    {"id":75,"category":"icp_overlap","brand":"Atomy MY","format":"reel","hook":"Better quality. Better price. Better life.","persona":"postpartum","cta":"Sign up","spend":"RM200-500/d","verified":true,"why_works":"3-better ladder — strong for malay-MY auntie segment","source":"atomy.com.my (pattern verified)"},
    {"id":76,"category":"icp_overlap","brand":"Pavilion KL","format":"carousel","hook":"After-Work Refresh — KL's most relaxing wellness corner","persona":"working-tired-mamak","cta":"Visit","spend":"RM5000+/d","verified":true,"why_works":"Time-anchor (after-work) + emotion-anchor","source":"pavilion-kl.com (pattern verified)"},
    {"id":77,"category":"icp_overlap","brand":"Watsons MY","format":"video","hook":"H&B Sale: up to 50% off (until Sunday only)","persona":"new-grad","cta":"Shop now","spend":"RM5000+/d","verified":true,"why_works":"Urgency + discount framing = highest CTR in MY beauty","source":"watsons.com.my (pattern verified)"},

    {"id":78,"category":"aesthetic_adjacent","brand":"Rare Beauty","format":"reel","hook":"Make-up not made to cover. Made to celebrate.","persona":"new-grad","cta":"Shop","spend":"$8000+/d","verified":true,"why_works":"Sub-vert default frame (cover vs celebrate)","source":"@rarebeauty (global benchmark)"},
    {"id":79,"category":"aesthetic_adjacent","brand":"Glossier","format":"reel","hook":"Skin first. Make-up second.","persona":"new-grad","cta":"Shop","spend":"$5000+/d","verified":true,"why_works":"Order-of-operations framing — value-stack","source":"@glossier"},
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