Creator Content Scorecard
Score a creator content draft, published post, or content concept so operators can judge quality, conversion fitness, and what to improve before the next iteration.
Use this skill when a user wants a structured evaluation of creator-led content for ecommerce, affiliate, or TikTok Shop workflows. It is useful for turning subjective reactions like “this feels weak” into a practical scorecard with diagnosis and next steps.
Solves
Content reviews often fail because feedback stays vague:
- “The hook is weak” but nobody explains why
- “It feels off-brand” without clear criteria
- “It may not convert” without identifying the missing proof, offer, or CTA
- different reviewers focus on different things, so quality is inconsistent
Goal: Turn creator content into a score-based review with clear reasons, risks, and highest-impact fixes.
Use when
- Reviewing a creator script, draft, raw clip, caption, or published post
- Comparing multiple content options before approval
- Auditing why content feels weak even if it looks polished
- Giving creators actionable feedback instead of taste-based comments
- Building a repeatable QC process for creator or affiliate content
Do not use when
- The user needs full attribution analysis or media-buying performance modeling
- There is no real content artifact or summary to evaluate
- The task is legal/compliance review only
Inputs
- Content asset, transcript, script, caption, or summary
- Product and offer details
- Target audience
- Channel and format
- Goal of the content (click, sale, add to cart, lead, engagement)
- Key proof points or claims
- CTA expectation
- Known constraints (brand, compliance, creator style)
Workflow
- Restate what the content is trying to do.
- Score the content across the most important dimensions.
- Explain what is helping and hurting performance.
- Identify the 3 biggest gaps limiting conversion or retention.
- Recommend concrete revisions in priority order.
- End with a go / revise / reject recommendation.
Scoring dimensions
Use a 1-5 score for each:
- Hook strength
- Audience relevance
- Problem-solution clarity
- Product demonstration / specificity
- Proof / credibility
- Offer clarity
- CTA strength
- Native creator feel
- Conversion readiness
Output
Return:
- Content summary
- Score table or bullet score list
- What is working
- Biggest gaps
- Priority fixes
- Final recommendation: go / revise / reject
Quality bar
- Specific to creator commerce and conversion logic
- Distinguish engagement strength from sales strength
- Prioritize feedback by likely business impact
- Avoid fake precision and generic creative-writing notes
- Make the feedback usable by operators and creators immediately
Resource
See references/output-template.md.