🧠 EziAds AI Revenue Winner Detector V2

AI detect winner berdasarkan lead, closing, spend, results dan revenue score daripada ai_revenue_snapshots.

🚀 Run Winner Detector Revenue Brain Marketing Director V4 Run Revenue Learning Winner Copy Generator
Revenue Winner Detector completed. Created: 5

📊 Revenue Dataset Summary

Total Snapshot20
Total Lead10
Total Closing0
Total SpendRM 7,784.10
Total Results3270
Avg Revenue Score34.47

🧠 CEO Funnel Recommendation

Funnel semasa: guna HOTEL_DEKAT + URGENCY untuk tarik perhatian/traffic dan HOTEL_DEKAT + TRUST untuk lead generation. Kekalkan DNA utama HOTEL_DEKAT + TRUST sambil terus test EMOTIONAL_MAK_AYAH.

🏆 Revenue Winners

🏆 Best Lead Combo — HOTEL_DEKAT + TRUST

Lead: 10 Closing: 0 Results: 890 Spend: RM 7,377.80 Avg Score: 18.00 Confidence: 100.00
Combo HOTEL_DEKAT + TRUST ialah lead generator terbaik setakat ini. Lead: 10, Spend: RM 7,377.80. Cadangan: teruskan test, kuatkan follow-up dan tambah variasi copywriting pada angle ini.

Created: 2026-09-01 16:44:14

⚡ Best Engagement Combo — HOTEL_DEKAT + URGENCY

Lead: 0 Closing: 0 Results: 2380 Spend: RM 406.30 Avg Score: 50.94 Confidence: 85.09
Combo HOTEL_DEKAT + URGENCY memberi signal engagement/result paling kuat. Results: 2380, Spend: RM 406.30. Cadangan: guna untuk traffic/top funnel, kemudian retarget kepada copy TRUST atau EMOTIONAL.

Created: 2026-09-01 16:44:14

🎯 Best Revenue Angle — HOTEL_DEKAT

Lead: 10 Closing: 0 Results: 3270 Spend: RM 7,784.10 Avg Score: 34.47 Confidence: 93.45
Angle HOTEL_DEKAT ialah revenue angle utama dalam data semasa. Lead: 10, Closing: 0, Avg Score: 34.47. Cadangan: jadikan angle ini asas content harian.

Created: 2026-09-01 16:44:14

🧠 Best Revenue Emotion — TRUST

Lead: 10 Closing: 0 Results: 890 Spend: RM 7,377.80 Avg Score: 18.00 Confidence: 91.80
Emotion TRUST menunjukkan signal revenue paling baik. Lead: 10, Closing: 0. Cadangan: kekalkan tone ini dalam copywriting dan landing WhatsApp.

Created: 2026-09-01 16:44:14

📦 Best Revenue Category — HOTEL_DEKAT

Lead: 10 Closing: 0 Results: 3270 Spend: RM 7,784.10 Avg Score: 34.47 Confidence: 93.45
Category HOTEL_DEKAT paling kuat berdasarkan snapshot revenue. Cadangan: bina lebih banyak creative dan hook dalam kategori ini.

Created: 2026-09-01 16:44:14

📌 Latest Revenue Snapshots

Campaign DNA Lead Closing Spend Results Score Created
New Rm7800 Engagement campaign_2 HOTEL_DEKAT + TRUST
HOTEL_DEKAT 		1 0 RM 737.78 89 18.00 2026-08-31 10:06:30
Pakej Ogos 2026_R2 Engagement campaign HOTEL_DEKAT + URGENCY
HOTEL_DEKAT 		0 0 RM 40.63 238 50.94 2026-08-31 10:06:30
New Rm7800 Engagement campaign_2 HOTEL_DEKAT + TRUST
HOTEL_DEKAT 		1 0 RM 737.78 89 18.00 2026-08-31 09:42:25
Pakej Ogos 2026_R2 Engagement campaign HOTEL_DEKAT + URGENCY
HOTEL_DEKAT 		0 0 RM 40.63 238 50.94 2026-08-31 09:42:25
New Rm7800 Engagement campaign_2 HOTEL_DEKAT + TRUST
HOTEL_DEKAT 		1 0 RM 737.78 89 18.00 2026-07-12 13:08:08
Pakej Ogos 2026_R2 Engagement campaign HOTEL_DEKAT + URGENCY
HOTEL_DEKAT 		0 0 RM 40.63 238 50.94 2026-07-12 13:08:08
New Rm7800 Engagement campaign_2 HOTEL_DEKAT + TRUST
HOTEL_DEKAT 		1 0 RM 737.78 89 18.00 2026-07-04 05:04:44
Pakej Ogos 2026_R2 Engagement campaign HOTEL_DEKAT + URGENCY
HOTEL_DEKAT 		0 0 RM 40.63 238 50.94 2026-07-04 05:04:44
New Rm7800 Engagement campaign_2 HOTEL_DEKAT + TRUST
HOTEL_DEKAT 		1 0 RM 737.78 89 18.00 2026-06-12 10:53:34
Pakej Ogos 2026_R2 Engagement campaign HOTEL_DEKAT + URGENCY
HOTEL_DEKAT 		0 0 RM 40.63 238 50.94 2026-06-12 10:53:34
New Rm7800 Engagement campaign_2 HOTEL_DEKAT + TRUST
HOTEL_DEKAT 		1 0 RM 737.78 89 18.00 2026-06-11 17:47:26
Pakej Ogos 2026_R2 Engagement campaign HOTEL_DEKAT + URGENCY
HOTEL_DEKAT 		0 0 RM 40.63 238 50.94 2026-06-11 17:47:26