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Doc data marketing tho va bien thanh insight hanh dong — phan tich theo kenh, chien dich, creative, doi tuong, thoi gian
Passed 20 of 23 test cases with the skill, and 16 of 23 without it.
and 5 more in the full report
5 fixed15 passed either way2 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
Tôi muốn nhờ bạn phân tích dữ liệu quảng cáo để cắt giảm chi phí cho doanh nghiệp B2B của tôi. Hãy cho tôi biết bạn cần thông tin gì.
| Checked | Without skill | With skill |
|---|---|---|
| Asks at most 4 clarification questions. | Missed | Passed |
| Inquires about the specific marketing data source. | Passed | Passed |
The instructions your model reads when the skill loads.
Insight truoc so lieu. Nhan dinh truoc, so lieu de minh hoa — khong liet ke so lieu roi.
Hoi user toi da 4 cau:
1. DESCRIPTIVE — Da xay ra gi? (so lieu, xu huong)
2. DIAGNOSTIC — Tai sao? (nguyen nhan goc)
3. PREDICTIVE — Se xay ra gi tiep? (du bao)
4. PRESCRIPTIVE — Can lam gi? (hanh dong cu the)
| Quy tac | Giai thich |
|---|---|
| Insight dau, so lieu sau | "CPL tang 40% do creative exhaustion" — khong phai "CPL tu 50K len 70K" |
| So sanh, khong doc tuyet doi | Luon so sanh voi: tuan truoc (WoW), thang truoc (MoM), hoac benchmark nganh |
| Flag bat thuong | Bat ky chi so nao thay doi > 20% so voi ky truoc → danh dau de dieu tra |
| De xuat co thoi han | Moi de xuat phai co: lam gi, khi nao, ai lam, do bang gi |
Khong phai so nao cung dang dua vao bao cao. Phan loai truoc khi phan tich — bao cao 50 chi so thi khong ai ra duoc quyet dinh nao.
test cases passed, vs 16 / 23 without
Published skills whose descriptions closely match this one, with their headline benchmark lift.
More skills from the same source and nearby in the registry, with their headline benchmark lift.