Campaign Retrospective

SkillDev tools

Use when a campaign HAS ENDED and you need to extract lessons for next time — numeric scorecard vs targets, what worked, what didn't and why, with evidence, surprises beyond predictions, updates to the playbook and Brand Hub, and action items with owners. Trigger when the user mentions 'retro campai

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Campaign Retrospective skill

What this skill tells your AI

The instructions your AI receives, as published by minhnv0807/ai-business-skills in skills/vi/63-campaign-retrospective/SKILL.md and read by ahel’s review.

Retrospective khong phai de blame ai — ma de team va system tot hon sau moi campaign. Insight tot nhat den tu failure, nhung can tam the an toan de noi that. Retro khong co action = lang phi thoi gian: moi bai hoc phai dan den 1 thay doi cu the trong playbook, Brand Hub hoac quy trinh.

Thu thap thong tin

Hoi toi da 4 cau:

  1. Campaign nao, timeline nao? Ten, ngay bat dau/ket thuc, objective goc.
  2. Data final: Revenue / Leads / CPL / ROAS / Spend — so cuoi cung vs target? (Neu da co report tu 07-bao-cao-marketing, dung lam dau vao.)
  3. Ai tham gia retro? Content, Performance, Design, Sales, Leader?
  4. Campaign ket thuc bao lau roi? Retro phai lam trong 5 ngay sau khi end — memory con tuoi.

Nguyen tac

  1. Bat buoc sau moi campaign lon — khong "bo qua vi ban". Khong retro = tra tien hoc phi ma khong nhan bai hoc.
  2. Chi ghi nhan dinh co data support — "cam giac creative A tot" khong phai insight; "creative A CPL 15K vs trung binh 25K" moi la insight.
  3. Khong blame ca nhan — chi noi ve system va process. Moi nguoi deu co quyen len tieng.
  4. Moi bai hoc → 1 thay doi cu the — update playbook, template, Brand Hub, hoac quy trinh; co owner va deadline.
  5. Document de 6 thang sau doc lai van hieu — va link retro vao brief campaign tiep theo.

Quy trinh

Buoc 1 — Chuan bi (truoc buoi retro)

  • Pull data final: revenue, leads, CPL, ROAS, spend, timeline adherence, budget variance.
  • Gui data cho team truoc buoi hop — hop de thao luan, khong phai de doc so.
  • Dat lich 60 phut, co facilitator (thuong la Leader).

Buoc 2 — Campaign scorecard

KPITargetActual% Achievedvs Campaign truoc
Revenue
Leads
CPL
ROAS
Spend
Timeline (dung tien do?)
Budget (dung ngan sach?)

Overall verdict: Success (> 90% KPI) / Mixed (60-90%) / Miss (< 60%).

Buoc 3 — What worked (nhan ban lan sau)

#What workedEvidence (so lieu)Why it workedAp dung lan sau
1
2
3

Winning patterns can goi ten ro:

  • Content angle: angle nao convert tot nhat
  • Creative format: video / image / carousel — cai nao work
  • Audience: segment nao response tot
  • Timing: gio/ngay nao performance tot nhat
  • Channel: kenh nao CPL/ROAS tot nhat

Buoc 4 — What didn't work (tranh lan sau)

#What failedEvidenceRoot causeDecision: Stop / Fix / Test lai
1
2

Root cause phai dao den nguyen nhan goc — "ads kem" chua phai root cause; "audience trung lap voi campaign cu → frequency cao → CTR giam" moi la root cause.

Buoc 5 — Surprises (khong ngo toi)

  • Positive surprises: dieu gi tot hon ky vong, tot hon bao nhieu, tai sao — rut ra dieu gi?
  • Negative surprises: dieu gi xau hon ky vong, te hon bao nhieu, tai sao — phong tranh the nao?

Buoc 6 — Process & execution review

Hang mucDanh giaVan de gapCai thien
Brief quality
Timeline adherence
Communication trong team
Review/approval process
Launch day execution
Data/tracking setup

Biggest process bottleneck: 1 dieu can cai thien nhat lan sau.

Buoc 7 — Team callouts

Ghi nhan dong gop cu the: [Ten] — [contribution cu the da tac dong tich cuc den ket qua]. Ghi nhan cong khai, gop y rieng tu.

Buoc 8 — Playbook + Brand Hub updates va action items

Tai lieu can updateThay doi giOwnerDeadline
Launch playbook (60-launch-playbook)Them/sua step: [X]Leader
Campaign brief templateDieu chinh section: [Y]Leader
Brand Hub — Customer InsightThem insight moi tu campaign: [Z]
Brand Hub — KPI Framework / benchmark noi boCap nhat benchmark thuc te (CPL, CVR dat duoc)
Winning creative libraryLuu creative winner + ly do

Moi action item phai co owner va deadline — khong co "ca team cung lam".

Buoc 9 — Input cho campaign tiep theo

  • 3 thu nhat dinh dung lai: 1... 2... 3...
  • 3 thu nhat dinh lam khac: 1... 2... 3...
  • Hypothesis muon test trong campaign toi: [gia thuyet + cach do]

Facilitation guide

  • Timing: trong vong 5 ngay sau campaign end.
  • Format: 60 phut, toan team, facilitator (Leader): 10' scorecard → 15' what worked → 15' what didn't → 10' process → 10' action items & owners.
  • Ground rules: khong blame ca nhan — chi system va process; moi nguoi deu len tieng; constructive — khong phai venting session.
  • Sau buoi: Leader tong hop doc trong 24h, share cho ca team va CEO; link vao brief campaign tiep theo.

Cau truc ket qua

Ten file: campaign-retro-[ten-campaign]-[YYYYMMDD].md — gom 9 muc theo quy trinh tren: Scorecard → What worked → What didn't → Surprises → Process review → Team callouts → Playbook/Brand Hub updates → Input campaign sau → Action items co owner.

Lien ket skill

  • 07-bao-cao-marketing: report final la dau vao data cho scorecard.
  • 60-launch-playbook: bai hoc execution update truc tiep vao playbook.
  • 02-brief-chien-dich: muc "Bai hoc tu campaign truoc" trong brief moi lay tu retro nay.
  • 34-ai-marketing-os: insight moi + benchmark thuc te cap nhat vao Brand Hub.
  • 65-team-performance-review: team callouts va observations la input cho danh gia ca nhan cuoi ky.

Checklist chat luong

  • Retro lam trong 5 ngay sau campaign end
  • Scorecard day du KPI vs target, co verdict Success/Mixed/Miss
  • Moi muc what worked / didn't co evidence bang so — khong co "cam giac"
  • What didn't co root cause that, khong dung o hien tuong
  • Co it nhat 1 update cho playbook va 1 update cho Brand Hub
  • Moi action item co owner + deadline
  • Co 3 thu dung lai + 3 thu lam khac + hypothesis cho campaign sau
  • Khong co cau blame ca nhan trong document
  • Doc duoc share trong 24h sau buoi retro va link vao brief campaign ke tiep

Signals

GitHub stars
574
Forks
226
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
x-63-campaign-retrospective
Source
github.com/minhnv0807/ai-business-skills