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39-content-audit-global

Use when published content has to be audited — pull channel data, classify winners and losers by percentile across pillar, format, and hook, find the pattern behind performance, and decide what to keep, kill, or scale. Trigger on 'content audit', 'which posts are working', 'content performance review', 'why did that one go viral', 'our reach is dropping', 'evaluate what we posted last month'. Also use when the user only says content does not seem to work anymore. Not for — the plan for next period built on these findings, see `40-next-content-plan-global`; paid ad account review, see `21-ads-audit-global`; the stakeholder report, see `07-marketing-report-global`.

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Content Audit (Global)

An audit is not a judgment of the past. It is how you replicate winners and retire losers with evidence behind the decision. Every recommendation must attach to a specific action — never a general observation. Run it at least monthly; do not wait for the quarter to close.

Information gathering

Ask up to 4 questions before starting:

  1. What is the audit period? Month / quarter / campaign — exact start and end dates.
  2. Which channels? Instagram / TikTok / LinkedIn / Facebook / X / YouTube / blog / email / all.
  3. Is post-level data available? Reach, engagement, views, CTR, leads per post — paste or export it. If an analytics MCP or connector is already set up, pull directly.
  4. What is the goal of this audit? Find winners to scale / find losers to stop / both.

Without post-level data there is no audit. Walk the user through the exports in step 1 first.

Principles

  1. Audit monthly, not quarterly. Standard cadence: pull data on the 28th-30th, finish the audit before the 2nd of the following month.
  2. Classify by percentile, not by feel. Top 20 percent are winners, bottom 20 percent are losers, the middle 60 percent are average.
  3. Compare like with like. Organic against organic, boosted against boosted, channel against itself. Never pool them.
  4. The primary metric follows the post's objective. TOFU is measured on reach or views, MOFU on engagement rate or saves, BOFU on clicks or leads. One metric for everything produces nonsense.
  5. Winners become templates. Document the winning structure — hook type, format, angle, length — so it can be reproduced.
  6. Every finding needs a "why" hypothesis. "This post did well" is not a finding. "It did well because X" is.
  7. Judge against your own trailing baseline first. Organic reach and engagement rates vary too much by follower count, niche, and algorithm changes for a published cross-industry number to be a fair target. Use your own trailing 3-month median as the baseline, and use published benchmarks only where they exist for that metric.

Workflow

1. Pull the data (day 28-30)

ChannelSourceMetrics to export
InstagramInstagram professional account insights or Meta Business Suite, post levelReach, accounts engaged, saves, shares, profile visits, link clicks
FacebookMeta Business Suite, post level exportReach, engagement, link clicks, shares, negative feedback
TikTokTikTok Analytics, Content tabViews, average watch time, completion rate, shares, follows from video
LinkedInLinkedIn page or creator analyticsImpressions, engagement rate, click-through, follower gain, reposts
YouTubeYouTube StudioViews, average view duration, impressions click-through rate, subscribers gained
XX analyticsImpressions, engagement rate, link clicks, profile visits
Blog / siteGA4 — Explore report by landing page and source/mediumSessions, engagement rate, average engagement time, key events, assisted conversions
EmailKlaviyo, Mailchimp, or equivalent campaign reportOpen rate, CTR, click-to-open rate, placed-order rate, unsubscribe rate
Leads and revenueCRM (HubSpot, Pipedrive) or store (Shopify)Leads and orders attributed to content, by source

One row per post: publish date, channel, format, pillar, funnel stage, hook type, primary metric, secondary metrics. If the classification columns (pillar, format, hook type) are missing, backfill them by hand from the content calendar (01-content-calendar-global).

2. Set thresholds and classify

  1. Choose the primary metric for each group by objective (TOFU: reach or views; MOFU: engagement rate or saves; BOFU: clicks or leads).
  2. Rank posts within each group by that metric.
  3. Top 20 percent are WINNERS, bottom 20 percent are LOSERS, the remaining 60 percent are AVERAGE.

Apply the split per channel and per group. A cross-channel ranking measures the channel, not the content.

3. Find the pattern across 5 axes

For the winner set and the loser set separately, look for what they share:

AxisQuestion
PillarWhich pillar do the winners concentrate in? Which pillar produced no winner at all?
FormatVideo, carousel, static, text, long-form — which format wins on which channel?
Hook typePain, curiosity, number, contrarian, result-first — which one holds attention?
Publish timeWhich slots produce winners?
LengthShort or long — and does the answer differ by channel?

4. Write the core finding

Two or three sentences answering why the pattern works, checked against the customer insight file (09-customer-insight-global). Example of the right shape: "Videos with a number in the hook and a real face on camera hold completion far better than carousels — this audience trusts a person more than a designed asset."

A finding is a hypothesis grounded in data, not an impression.

5. Recommend: keep / kill / scale

  • Do now (next week): replicate the winners — each action with an expected impact.
  • Stop: the content types, angles, or formats to retire — each with the data reason.
  • Test next: new hypotheses plus how they will be measured. Hand off to 40-next-content-plan-global and 19-ab-test-setup-global.

6. Compare KPIs against prior period and benchmark

For each metric record: this period / prior period / baseline / verdict.

Baselines to use:

  • Email: open rate median 22-27 percent, top performers above 35 percent; CTR 2.5-3.5 percent; click-to-open 10-14 percent; unsubscribe under 0.5 percent (see references/benchmarks-global.md).
  • Paid social: use the published CPM, CPC, CTR, and ROAS medians in references/benchmarks-global.md, adjusted for region tier, industry, and season before comparing.
  • Organic social engagement, reach, and completion rate: no reliable cross-industry global median exists. Use your own trailing 3-month median as the baseline and judge movement against it.

Output structure

File name: content-audit-[brand]-[YYYYMMDD].md

# Content Audit — [Period] — [Channels]

## I. Period overview
| Item | Figure |
|------|--------|
| Posts published | |
| Total reach / impressions | |
| Average engagement rate | |
| Leads attributed to content | |
| Revenue attributed to content | |

## II. Classification
### WINNERS — top 20%
| Post | Channel | Format | Pillar | Hook type | Standout metric | Why it worked (hypothesis) |
|------|---------|--------|--------|-----------|-----------------|----------------------------|
| | | | | | | |

### LOSERS — bottom 20%
| Post | Channel | Format | Pillar | Hook type | Weak metric | Why it failed (hypothesis) |
|------|---------|--------|--------|-----------|-------------|----------------------------|
| | | | | | | |

### AVERAGE — middle 60%
[2-3 sentences of general observation]

## III. Pattern analysis
**Winner pattern:** [recurring pillar / format / hook / time / length]
**Loser pattern:** [what the failures share]
**Core finding:** [2-3 sentences — why it works, checked against customer insight]

## IV. Recommendations
**Do now (next week):**
1. [Action + expected impact]

**Stop:**
1. [What to retire — data reason]

**Test next:**
1. [Hypothesis + how it will be measured]

## V. KPI comparison
| Metric | This period | Prior period | Baseline | Verdict |
|--------|-------------|--------------|----------|---------|
| Instagram reach per post | | | trailing 3-month median | |
| TikTok average completion rate | | | trailing 3-month median | |
| LinkedIn engagement rate | | | trailing 3-month median | |
| Email open rate | | | 22-27% median | |
| Email CTR | | | 2.5-3.5% median | |
| Leads from content | | | | |

Related skills

  • 13-data-analysis-global: pulling and cleaning the data before the audit, including connector and MCP setup.
  • 03-performance-eval-global: paid media evaluation — this audit covers organic.
  • 07-marketing-report-global: the audit result is an input to the monthly report.
  • 40-next-content-plan-global: run immediately after. An audit that does not produce a new plan was wasted effort.
  • 01-content-calendar-global: winners return to the calendar as base templates.
  • 09-customer-insight-global: check patterns against insight to explain why something worked.

Quality checklist

  • Post-level data present — no auditing on impressions of the whole period.
  • Primary metric chosen per objective group (TOFU / MOFU / BOFU judged differently).
  • Percentile classification applied: top 20 / bottom 20 / middle 60, within channel and group.
  • Like compared with like — organic separated from boosted.
  • Pattern analysis covers all 5 axes: pillar, format, hook, publish time, length.
  • Every winner and loser carries a "why" hypothesis checked against insight.
  • Recommendations split into three groups: do now / stop / test next.
  • Every action has an expected impact or a measurement method.
  • KPI comparison includes prior period, plus a published benchmark where one exists and a trailing self-baseline where one does not.
  • Winner structures documented as reusable templates.
  • 40-next-content-plan-global scheduled to run immediately after.

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같은 저장소의 스킬

Dung khi can ke hoach marketing tong the cho mot ky — muc tieu, phan khuc, kenh, ngan sach, timeline, KPI va ma tran rui ro. Co ca che do ban day du va che do ke hoach 1 trang cho chu doanh nghiep nho. Kich hoat khi user nhac 'lap ke hoach marketing', 'ke hoach MKT', 'marketing plan', 'chien luoc marketing nam', 'plan quy toi', 'ke hoach 1 trang'. Khong dung cho — tinh nguoc ngan sach tu doanh thu thi dung skill 10-tinh-kpi-nguoc; phan bo ngan sach chi tiet theo kenh thi dung skill 61-budget-planning; brief mot chien dich cu the thi dung skill 02-brief-chien-dich.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

minhnv0807/ai-business-skills6272026년 9월 12일 업데이트

Use when the user needs an overall marketing plan for a period — objectives, segments, positioning, channel mix, content direction, budget, timeline, KPIs, and a risk matrix, adapted to US, EU, SEA, or LATAM. Trigger on 'marketing plan', 'marketing strategy for next year', 'go-to-market roadmap', 'plan for Q3', 'we have no marketing plan', 'where should we spend next quarter'. Also use when a founder only says the business needs to grow and has no idea which channel to start with. Not for — one specific campaign, see `02-campaign-brief-global`; working backward from a revenue goal to spend, see `10-reverse-kpi-global`; splitting a budget across channels and months, see `61-budget-planning-global`; taking a brand new product to market, see `59-go-to-market-global`.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

minhnv0807/ai-business-skills6272026년 9월 12일 업데이트

Use when the user needs a monthly or weekly content calendar — posting schedule per channel, funnel ratio, content pillars, repurposing matrix, and an owner per slot. Trigger on 'content calendar', 'posting schedule', 'what should we post this month', 'editorial calendar', 'social media plan', 'we post randomly with no plan'. Also use when the user only says the team keeps running out of things to post. Not for — the brief for one specific post, see `36-content-brief-global`; the caption text itself, see `37-social-caption-global`; deciding next period content from last period data, see `40-next-content-plan-global`; a paid campaign timeline, see `02-campaign-brief-global`.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

minhnv0807/ai-business-skills6272026년 9월 12일 업데이트

Dung khi can lich dang bai cho ca thang — chot content pillar va ti le, xep bai theo ngay va khung gio, ma tran tai su dung noi dung, va gan muc tieu cho tung tru cot. Kich hoat khi user nhac 'lich noi dung', 'content calendar', 'thang nay dang gi', 'len lich dang bai', 'ke hoach content thang', 'phan bo noi dung'. Khong dung cho — brief tung bai truoc khi viet thi dung skill 36-content-brief; viet caption thanh pham thi dung skill 37-caption-social; lap plan ky sau tu data thi dung skill 40-next-content-plan.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

minhnv0807/ai-business-skills6272026년 9월 12일 업데이트

Dung khi can brief mot chien dich cu the cho ca team thuc thi — muc tieu, thong diep, deliverable, timeline phan cong theo tuan, gate duyet va ma tran rui ro. Kich hoat khi user nhac 'brief chien dich', 'ke hoach campaign', 'len brief cho team', 'chien dich thang toi', 'phan cong campaign', 'timeline chien dich'. Khong dung cho — ke hoach marketing ca ky thi dung skill 00-ke-hoach-mkt; danh sach asset can thiet ke thi dung skill 41-campaign-asset-list; giao viec cho tung nguoi thi dung skill 64-team-brief.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

minhnv0807/ai-business-skills6272026년 9월 12일 업데이트

Use when a specific campaign needs a brief the whole team can execute from — context, objective, audience, core message, creative direction, channels, deliverables, week-by-week timeline, approval gates, and risks. Trigger on 'campaign brief', 'creative brief', 'launch brief', 'brief the team on this campaign', 'we are running a promo next month', 'what is the plan for this campaign'. Also use when the user describes a promotion out loud and asks for something the team can actually run. Not for — the whole period plan, see `00-marketing-plan-global`; the list of design files needed, see `41-campaign-asset-list-global`; assigning work to one person, see `64-team-brief-global`; a new product launch sequence, see `59-go-to-market-global`.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

minhnv0807/ai-business-skills6272026년 9월 12일 업데이트

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